{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example calculations with scalar quantities\n",
    "\n",
    "## Objectives\n",
    "\n",
    "To demonstrate basic calculations using scalar fields (e.g., SSH, T, S) from the state estimate including: time series of mean quantities, spatial patterns of mean quantities, spatial patterns of linear trends, and spatial patterns of linear trends over different time periods.\n",
    "\n",
    "## Introduction\n",
    "\n",
    "We will demonstrate global calculations with SSH (global mean sea level time series, mean dynamic topography, global mean sea level trend) and a regional calculation with THETA (The Nino 3.4 index).\n",
    "\n",
    "## Global calculations with SSH\n",
    "\n",
    "First, load daily and monthly-mean SSH and THETA fields and the model grid parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sys\n",
    "import xarray as xr\n",
    "from copy import deepcopy \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Import the ecco_v4_py library into Python\n",
    "## =========================================\n",
    "\n",
    "## -- If ecco_v4_py is not installed in your local Python library, \n",
    "##    tell Python where to find it.  For example, if your ecco_v4_py\n",
    "##    files are in /Users/ifenty/ECCOv4-py/ecco_v4_py, then use:\n",
    "\n",
    "sys.path.append('/home/ifenty/ECCOv4-py')\n",
    "import ecco_v4_py as ecco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Set top-level file directory for the ECCO NetCDF files\n",
    "## =================================================================\n",
    "# base_dir = '/home/username/'\n",
    "base_dir = '/home/ifenty/ECCOv4-release'\n",
    "\n",
    "## define a high-level directory for ECCO fields\n",
    "ECCO_dir = base_dir + '/Release3_alt'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now load daily and monthly mean versions of SSH and THETA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "## Load the model grid\n",
    "grid_dir= ECCO_dir + '/nctiles_grid/'\n",
    "\n",
    "ecco_grid = ecco.load_ecco_grid_nc(grid_dir, 'ECCOv4r3_grid.nc', k_subset=[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading files of  SSH\n",
      "loading files of  THETA\n"
     ]
    }
   ],
   "source": [
    "## Load 2D DAILY data, SSH, SST, and SSS \n",
    "data_dir= ECCO_dir + '/nctiles_daily'\n",
    "\n",
    "ecco_daily_vars = ecco.recursive_load_ecco_var_from_years_nc(data_dir, \\\n",
    "                                           vars_to_load=['SSH','THETA'],\\\n",
    "                                           years_to_load=range(1993,2018)).load()\n",
    "                                           \n",
    "## Merge the ecco_grid with the ecco_vars to make the ecco_ds\n",
    "ecco_daily_ds = xr.merge((ecco_grid , ecco_daily_vars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading files of  THETA\n",
      "loading files of  SSH\n"
     ]
    }
   ],
   "source": [
    "## Load 2D MONTHLY data, SSH, SST, and SSS \n",
    "data_dir= ECCO_dir + '/nctiles_monthly'\n",
    "\n",
    "ecco_monthly_vars = ecco.recursive_load_ecco_var_from_years_nc(data_dir, \\\n",
    "                                           vars_to_load=['SSH','THETA'],\\\n",
    "                                           years_to_load=range(1993,2018), k_subset=[0]).load()\n",
    "                                           \n",
    "## Merge the ecco_grid with the ecco_vars to make the ecco_ds\n",
    "ecco_monthly_ds = xr.merge((ecco_grid , ecco_monthly_vars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1993-01-01T12:00:00.000000000\n",
      "2015-12-31T12:00:00.000000000\n",
      "1993-01-16T12:00:00.000000000\n",
      "2015-12-16T12:00:00.000000000\n"
     ]
    }
   ],
   "source": [
    "print(ecco_daily_ds.time[0].values)\n",
    "print(ecco_daily_ds.time[-1].values)\n",
    "\n",
    "print(ecco_monthly_ds.time[0].values)\n",
    "print(ecco_monthly_ds.time[-1].values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sea surface height\n",
    "\n",
    "### Global mean sea level\n",
    "\n",
    "Global mean sea surface height at time $t$ is defined as follows:\n",
    "\n",
    "$$SSH_{\\text{global mean}}(t) = \\frac{\\sum_{i} SSH(i,t) \\,\\, A(i)}{A_{\\text{global ocean}}}$$\n",
    "\n",
    "$$A_{\\text{global ocean}} = \\sum_{i} A(i)$$\n",
    "\n",
    "Where $SSH(i,t)$ is dynamic height at model grid cell $i$ and time $t$, $A(i)$ is the area (m^2) of model grid cell $i$\n",
    "\n",
    "There are several ways of doing the above calculations.  Since this is the first tutorial with actual calcuations, we'll present a few different approaches for getting to the same answer.\n",
    "\n",
    "#### Part 1: $A_{\\text{global ocean}}$\n",
    "\n",
    "Let's start on the simplest quantity, the global ocean surface area $A_{\\text{global ocean}}$.  Our calculation uses *SSH* which is a 'c' point variable.  The surface area of tracer grid cells is provided by the model grid parameter *rA*.  *rA* is a two-dimensional field that is defined over all model grid points, including land.  \n",
    "\n",
    "To calculate the total ocean surface area we need to ignore the area contributions from land. \n",
    "\n",
    "We will first construct a 3D mask that is True for model grid cells that are wet and False for model grid cells that are dry cells.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# ocean_mask is ceiling of hFacC which is 0 for 100% dry cells and\n",
    "# 0 > hFacC >= 1 for grid cells that are at least partially wet\n",
    "\n",
    "# hFacC is the fraction of the thickness (h) of the grid cell which\n",
    "# is wet.  we'll consider all hFacC > 0 as being a wet grid cell\n",
    "# and so we use the 'ceiling' function to make all values > 0 equal to 1.\n",
    "\n",
    "ocean_mask = np.ceil(ecco_monthly_ds.hFacC)\n",
    "ocean_mask = ocean_mask.where(ocean_mask==1, np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'xarray.core.dataarray.DataArray'>\n",
      "('k', 'tile', 'j', 'i')\n"
     ]
    }
   ],
   "source": [
    "# the resulting ocean_mask variable is a 2D DataArray because we only loaded 1 vertical level of the model grid\n",
    "print(type(ocean_mask))\n",
    "print((ocean_mask.dims))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x450 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x648 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5), dpi= 90)\n",
    "\n",
    "ecco.plot_tiles(ocean_mask.isel(k=0),layout='latlon', rotate_to_latlon=True)\n",
    "\n",
    "# select out the model depth at k=1, round the number and convert to string.\n",
    "z = str((np.round(ecco_monthly_ds.Z.values[0])))\n",
    "plt.suptitle('Wet (1) /dry (0) mask for k=' + str(0) + ',   z=' + z + 'm');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate $A_{\\text{global ocean}}$ we must apply the surface wet/dry mask to $rA$.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total ocean surface area ( m^2) 358013844062208  \n",
      "total ocean surface area (km^2) 358013844 \n",
      "total ocean surface area (km^2) 3.58E+08\n"
     ]
    }
   ],
   "source": [
    "# Method 1: the array index method, []\n",
    "#           select land_c at k index 0\n",
    "total_ocean_area = np.sum(ecco_monthly_ds.rA*ocean_mask[0,:])\n",
    "\n",
    "# these three methods give the same numerical result.  Here are \n",
    "# three alternative ways of printing the result\n",
    "print ('total ocean surface area ( m^2) %d  ' % total_ocean_area.values)\n",
    "print ('total ocean surface area (km^2) %d ' % (total_ocean_area.values/1.0e6))\n",
    "\n",
    "# or in scientific notation with 2 decimal points\n",
    "print ('total ocean surface area (km^2) %.2E' % (total_ocean_area.values/1.0e6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This compares favorable with *Global surface area of Earth's Oceans : approx 3.60 x $10^8$ $km^2$* from https://hypertextbook.com/facts/1997/EricCheng.shtml\n",
    "\n",
    "##### Multiplication of DataArrays\n",
    "You probably noticed that the multiplication of grid cell area with the land mask was done element by element.  One useful feature of `DataArrays` is that their dimensions are automatically lined up when doing binary operations.  Also, because *rA* and *ocean_mask* are both `DataArrays`, their inner product and their sums are also `DataArrays`.  \n",
    "\n",
    "> Note:: *ocean_mask* has a depth (**k**) dimension while *rA* does not (horizontal model grid cell area does not change as a function of depth in ECCOv4).  As a result, when *rA* is multiplied with *ocean_mask* `xarray` **broadcasts** *rA* to all **k** levels.  The resulting matrix  inherits the **k** dimension from *ocean_mask*.\n",
    "\n",
    "##### Another way of summing over `numpy` arrays\n",
    "\n",
    "As *rA* and ocean both store `numpy` arrays, you can also calculate the sum of their product by invoking the `.sum()` command inherited in all `numpy arrays`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total ocean surface area (km^2) 3.58E+08\n"
     ]
    }
   ],
   "source": [
    "total_ocean_area = (ecco_monthly_ds.rA*ocean_mask).isel(k=0).sum()\n",
    "print ('total ocean surface area (km^2) ' + '%.2E' % (total_ocean_area.values/1e6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Part2 : $SSH_{\\text{global mean}}(t)$\n",
    "\n",
    "The global mean *SSH* at each $t$ is given by,\n",
    "\n",
    "$$SSH_{\\text{global mean}}(t) = \\frac{\\sum_{i} SSH(i,t) \\,\\, A(i)}{A_{\\text{global ocean}}}$$\n",
    "\n",
    "One way of calculating this is to take advantage of `DataArray` coordinate labels and use its *.sum()* functionality to explicitly specify which dimensions to sum over:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# note no need to multiple RAC by land_c because SSH is nan over land\n",
    "SSH_global_mean_mon = (ecco_monthly_ds.SSH*ecco_monthly_ds.rA).sum(dim=['i','j','tile'])/total_ocean_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove time mean from time series\n",
    "SSH_global_mean_mon = SSH_global_mean_mon-SSH_global_mean_mon.mean(dim='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add helpful unit label\n",
    "SSH_global_mean_mon.attrs['units']='m'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and plot for fun\n",
    "SSH_global_mean_mon.plot(color='k');plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively we can do the summation over the three non-time dimensions.  The time dimension of SSH is along the first dimension (axis) of the array, axis 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# note no need to multiple RAC by land_c because SSH is nan over land\n",
    "SSH_global_mean = np.sum(ecco_monthly_ds.SSH*ecco_monthly_ds.rA,axis=(1,2,3))/total_ocean_area\n",
    "SSH_global_mean = SSH_global_mean.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though *SSH* has 3 dimensions (time, tile, j, i) and *rA* and *ocean_mask.isel(k=0)* have 2 (j,i), we can mulitply them. With `xarray` the element-by-element multiplication occurs over their common dimension.\n",
    "\n",
    "The resulting $SSH_{global-mean}$ `DataArray` has a single dimension, time.\n",
    "\n",
    "#### Part 3 : Plotting the global mean sea level time series:\n",
    "\n",
    "Before we plot the global mean sea level curve let's remove its time-mean to make it global mean sea level anomaly (the absolute value has no meaning here anyway)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoEAAAFrCAYAAACuZFPBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAN1wAADdcBQiibeAAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdeXzcVb3/8ddnsu9Jk7RZmrbpvi+UlpZSFgFBBFoXZFMU3Jd71as/rwsqKu5cr15BUURQRFlUqKCssm+lC93XtE2bpNn3PZnM+f3x/X6T6XT2JCTtfJ6PxzzSzJw5c+abpHnnrGKMQSmllFJKxRbXWDdAKaWUUkq9/TQEKqWUUkrFIA2BSimllFIxSEOgUkoppVQM0hColFJKKRWDNAQqpZRSSsUgDYFKKaWUUjFIQ6BSSimlVAzSEKhikojcIiImwO2DPmUnicjPReSQiPSKSLOIPCEil/ip970i8pyItNhlD4jIrSKS51NuiojcLSJVdrlyEfmFb7kReq/FItJhv7f0MJ/zHRHZKSJtItIuIptF5OoIXnO9iDwtIo0i0me/zwdEZI1POSMin4vw/dwiIg2RPCdIXfeKyOYwXs+IyMEAj5fZj98yEm0aKSKSICL/JSK7RKRLRBpEZKOIfPVtbEO5iNz2dr1eMCJyvv11Whhm+e/Y5b832m0bTZG+bxVb4se6AUqNoVbgUj/3lzn/EJE5wPNAJ3AbsAfIBC4D/iEiK40x2+2y/wN8AbgH+F+gDZgPfApYALzHLrcAeAGoA74BHAHm2v++XETWGmOOj+D7/CnQAaRF8JxM4F6s9zsAvB94QEQGjDF/DfZEEflf4D+BPwK/BhqBqcA1wCsiMtMYcyjSNzHGeoBSETnTGDMYGkVkBdZ76xmzlgV2O3A98H1gI5ANrAKuAH40hu06VVxjf7wW+OZYNkSp0aIhUMUytzHmjRBl7geagLONMW1e9z8mIr8GWgBE5Argv4CPGmN+71XuRRH5LfBOu5wAfwKagdVedb4oIo8DO4BfAeuH99YsIrIWK+j+ACsMhiqfYozpNsZ80eehp+3wegMQMASKyDqsIHyjMeZen4fvs69TdwRvYbzoBLZiBQPvnsNrgOeA5WPRqEBEJBW4EfiGMcb76/53+3tQBSEiy4HZwL+BC0VkhTFm0xg3S6kRp8PBSgUgIudi/XL/mk8ABMAYs8MYc8z+9IvAVp8A6JQbMMY8YX96LrAUuNW3TmNMFfB/wJUiMi1Amy6wh3YW+NyfYw+7ftTrvjjgl8B3gZOGT0Vkml3X9SLyRxFpAR7zezEsjUBikMfBCoCb/ARAAIwxj4Xq5RSRz4nIQXuYvExEfAOpU26NiGwVkR4R2SYi5/g8foOIvCIiTfYQ/vMicmaI9gfzAPABJ0TZHz9g3++vfeeIyIv2UGyjiNwlIhlejxeKyO9F5LCIdMvQ1IFErzLO1+gDIvIbEWkVkUp7qDLY/99pQAJQ4/uA8TkwXkQm2HXX2tfyNRE5y6fMl0Rkk/36tSLymIjMDH3JQgt2nUSk1H7/l/k8J05EaryHakVkoYj8U6zpC+0i8rCIFETZrGuBXqwg3WN/7ttuIyKfF5EfiEi9iNSJyB0ikuRTbqmI/Nt+f80icr+ITPJ63PkaXyMi94g1BaNS7GkpIvIVETluv8aPvb/uIjJXrGkWFXb9u0XkC8G+N+zr8ryf+79jf20Torlg6tSkIVDFNBGJ9715PXwe1lDosyHqSADOBp4M4yXPtT9uCPD4o4AA5wR4/EWgGit8eHuP/fERr/s+BSQDd4Ro021AO3AVVo/hIPuaZIvI9Vi9mXcGqsS+dquBp0O8XkAi8nGs4PoPrGHLh4H/kZPnsaVi9ajeabe7BXjC55f+NKwh6auA64BK4CURmR5l8/4OTGLoa7MWyOfEa+68jzVYvUg1WEPpX8CaQnCPV7E8rF7m/8Lqrf0pVuj4pZ/X/gnWkP77sd73t+x/+2WMqQcqgFvEmqea4a+cHVieBS4G/h9WD3Q98KzPtZyMNby8Dvg4EAe8KiJZgdoQjlDXyRhzBHgT8J2Peh7W1+JBu56ZwKtY3+8fAj6CNQXjMSe0R9AmsV/vX8aYCuBfwNUBgtWXgCLgg1hfv08Cn/eqKx9r6kcq1vfgf9htf8Y77Nt+jPWz/T7gZeAPYk0xWQncBPwc+Aon/uwXA/uBz2Bdt7uA7wD/HeQt/g44T0RKfd7zDcCfjDH9QZ6rTjfGGL3pLeZuwC2ACXCbZpe5E6gOo64C+3mfDKPsnUBzkMez7br+O0iZXwD7fO57Cnjc6/NcrIBxmf35R+x6073KTLPveyTA66zyuib9od4f1i/lk64DVqiN97qJ12MG+Jz9bxdQBdzj8/xfYc3fTPb52l3nVSbdfr8/CtA2l/3a+4Bved1/L7A5jO+VBvvfG4A7vNr1qP3vBuAWr+e8DDzvU8877HYvDPA68VhBoQdI9Pka/dGn7DbggRDtfgfWvFOD9cfMZuDLTt12mY8CfcAsn3YcAn4aoN44IAXrD4cbQrShHLgtyOMhrxNWL3srkORV5jfAbq/P78MKQ97vbZb9vt9tf35+sOvv9bxz7XIfsD+/yv78fJ9yBnjJ575HgTe8Pv8R1h8omV73rbSfe63P1/gerzKZWD9zB4E4r/vfBB4M0G7n5+zrwGGv+09431g/C0eB74T7vam30/emPYEqlrUCK/zcvIcrjZ/nBRJJ2eHU8SAwR0SWAIi1ovgd9v2O7wMbjTH/CqO+fwa4fyfW9bgYqxfodhE5aVjMi9Pj4vsevoT1C825fTbA8ydj9ao87HP/g1i/FBf53D/YA2eM6QCewfoFazVGZJ6IPCIitVhhoB+YgzXXK1oPAO+3e9Dej5+hYLHm460GHvLpYX7FbsNyu5zYQ3d7RKTbfux+IAmY4lOtb+/qHqzrFZAx5jlgBtZQ5u+x/jD4KfCcV6/WRcAW4IhPT/iLwODQuYisEpFnRKQRcANdWME76msZ7nUCHgIysBdx2WXey4nX/iKs7wePVz1HsEJopFMArsWaA/q4/fnjWIHX3/d+qK/LSuBp4zX1wxjzpt0u397+f3uVacPqkX3RGDPgVaYMq/cPABFJtodxy7CGr/uxfvZLfUY1BhljPFh//Nzg1Uv6Eaw/hnb5e446fWkIVLHMbYzZ7OfWZz9eBeSLSHKIehqx/gP2/cXtTxWQLSKZAR6f5lUukNeBYwwNkb0P6xfzozC4+vgm4Dv2UG421nAUQJaIpPjUV+vvRYwxnfb1eNZYC0XuwxqyCqQB6zr4hpP7GArYwRQGaI/z+QSv+zqMMb4LTOqcOuzhz6eBEqzh1rX262/HGjKM1j+wws/3sebd+ZtDmYPVW/YrTgy/vVjz9Erscl8A/gcrvKzDCgxOQPZtY4vP533hvA9jTLsx5gFjzMeB6cD3gDVYQ+1gDUmv8mlnP9awdAlY2xlhXUvBGu5cg3Ut68JpQxBhXSdjzZV9haHv9wvtdnuHwDysIVDf9zGdoesdkh2c3o/1fhPtn50krJ729/uZLxfq61KI/5+vWk78fg5UV6j6f4zVu/tbrOHgFcCt9mPBvjb3YK1qv8D+WXkf1h8KKsbo6mClAnsBa1HFhQTuLcMY0y8irwKXADeHqPMl++OVWHO7fF2J1ZP2cpDXMyLyENYvxa/bH58wxrTbRWZh/RJ93c/TK4G7gY95VxmizY6twI0ikmD8zBsyxrhF5HWsuYPf8rq/FvsXYYjpWdX2x4k+9zuT6Ju87ksXeyWz130TvepYjRVGLzbG7HMKDHcOmzGmU6xV3F8EHjbGdPop1oJ1TW/Bmk/my+lpvsqu4xte7Zs/nPYFY3/f/BRru5O5WEPbTVjDxJ/285Re++OlWH9ErHPerx2WfENMpMK9TmD1Bv/I/gPmauAtY4z3vo1NWGH6d37qiWRPyYuxAuV7GJpn6+2dBPm/wI9qTv5+But7eksE9QRyFfBLY8xPnDtE5N2hnmSMKReRZ7F6AEuxOoT+MgLtUacYDYFKBWCMeVlEtgA/EJGXvEIWACKyCGgx1uTxn2PtG/hhY8wffMq5gHcaY57ECoHbgG+KyAbvOkWkEGtS+QZjzNEQzXsA+LKIXI410dx7qOoV4AKf8pdi9ZRcBhwO5/37sQao9BcAvfwceFREPmSMuS/C+iuxfvFfBTzhdf8HsPZc3OlT/j3AnwHE2gT7YqweEbDmrMFQkEFEzsbqaR3uL99fY/UO+V0kYwfFN4A5xpjvBqknxbt9tuuH2TZgcLFSmjHGtydplv3R6Z36N1awOWaMqQvSTg9Wb7PjAwzz90cE1wmsKQK/YCic/dDn8X8DC4EtxpjhTMu4Fmv7pvf6eexB+/FIQuBG4NMikuH8rIu1t+Q0rJ/T4Trhe0isHQGuCVz8BHdj9f4twJrb6vu9omKAhkAVy+JFZJWf+yvsISiwfik/D2wWaxNkZ7PoS7BWSZ5ll39MRH4G3G2veNyAtZpzLtYq3XLgSbs35kN2na+LyE/sx5zNolsJPGdukDFmiz0P6LdY++497vVYA1Yv5iAZ2nLmZXv+XEAiMhVruOjPWIExHesX7zX47zHybtcGEfk5cK+IXIA1XNqANR/tYruY39c3xnjEOnXjN/bcs2ewAu6nga8bY7w3ZO4Gvm+Hv+PYCx6wggLAG/br3GVf48lYPU7BhtnDYox5AZ/r68dXgH+LiAdrX8V2rOkC78bau+8A1vv7TxHZiLUQ43pgRLZdAbKAAyLyB6zvtVas+ZBfw7oGznzKP2J9f74g1skeh7G+ViuBGmPM/2LtgxgH3CMid2OFhi9z8lBlILNFxHclc6extk0K5zphjKkTkRewVrJnY80T9HYL1qKJf4rI77G+54qxvufutb9mQdnTPtYD9/srLyIPYvWEpxpjusJ43wA/w/r+fUpEfoz1s/QjrD9o/hZmHcE8A3zW/r+gCev/jqTgTxn0KNZQ/BlY3xcqFo31yhS96W0sbgRfHXyzT9kCrHBxGOuv7masOULv9VPv+xj6pdsHHMD6xVXgU24K1l/ix+1yR+3XyIvgPdxqt/cvYZT9CIFXB1/uUzYLa6i6HGulag1WELgsgra9B+sXVBPW3KzjWL/03uVTbnB1sNd9n8OaAN9nX/Mv+vnaNWDN89tmf022A+f6lLsU2IUVGHdg9YK+APzVq8y9RLA6OEiZE1YH2/edhbVtUBvWQoM9WKEgy348HStsN9m33wGXc+JKzkBfo6DtxgrEX8Xqea61r0EZVu/lZD9f719gbSnTh9Uj+3dgjVeZG7CCajdWwD6LECt/7eeV4/9nrDzc6+RV7mP2c18P8FpzsYJkk9f7/Y3zfgmxOhhrLqDB2hje3+POqt6rg3zvnvS9AizD+vnpwgrOfwYmhfFzeNL19f26Yw0rP2Jfu1qsrYQ+jtfPerD3jfVzfgxwhfuzrbfT6yb2N4JSSimlYoQ9r/Mo8HtjjB6LF6N0OFgppZSKEfYm1Uuw9qTMxeotVTFKQ6BSSikVO4qw5k/WYW3sXjnG7VFjSIeDlVJKKaVikG4WrZRSSikVgzQEKqWUUkrFIA2BSimllFIxSBeGhElEdPKkUkoppU4ZxpigZ3VqCIyAMYYNGzawbt26sW7KaU2v8ejTazy69PqOPr3Go0uv7+gb7Wsc4qx2QIeDlVJKKaVikoZApZRSSqkYpCFQKaWUUioGaQhUSimllIpBGgKVUkoppWKQhkCllFJKqRikIVAppZRSKgZpCFRKKaWUikEaApVSSimlYpCGQKWUUkqpUXK8pZvXyhowZvydPqshUCmllFJqlHzlrzu47ncb+cpfd9DTPzDWzTmBhkCllFJKqVFgjGF7ZQsAD2+p5Nq73sA94BnjVg3REKiUUkopNQoqm7tp73Eza2I6i4qzeOtYCw9trhzrZg3SEKiUUkopNQr21bQDcOa0HH743kUA/OyZA3T2useyWYM0BCqllFJKjYK91W0AzC3IZGFxFuuXFtHQ0ctdLx8e45ZZNAQqpZRSSo0CJwTOK8wE4EvvnENinIs/vn6U/nEwNVBDoFJKKaXUKHCGg+cWZgBQMiGVn129hH/+5zkkjIMEFj/WDVBKKaWUOt109bkpb+ykODuFzOSEwfsvX1w0hq060TjIoUoppZRSp5f9Ne0YMzQUPB5pCFRKKaWUGmF7q62h4Hn2UPB4pCFQKaWUUmqE7as5cVHIeKQhUCmllFJqhJU3dgFQmpc2xi0JTEOgUkoppdQIq2y2QmDJhNQxbklgGgKVUkoppUaQMYaq5m5yUhNITxq/G7FoCFRKKaWUGkH1Hb30uj1Mzhm/vYCgIVAppZRSakRVNncDMDknZYxbEpyGQKWUUkqpEaQhUCmllFIqBjmLQnQ4WCmllFIqhmhPoFJKKaVUDBoKgdoTqJRSSikVM4aGg7UnMGoikiAit4tIk337pYj43XAn3LIikiIiZSLSMvrvQCmllFKxxNkjcEJaImnjeI9AGOchELgZOAdYYN/WAl8fZtnvApUj3lKllFJKxbyhPQLHdy8gjP8QeBNwqzGm2hhTDXwf+Gi0ZUXkDOAy4Iej2GallFJKxaiKplNjUQiM4xAoIjnAZGCb193bgCkikhVpWXto+C7gs0DvKDZdKaWUUqeY9p5+mjr7hl3PqbI9DIAYY8a6DX6JSAlwDMg3xjTY9+UDdUCJMaYykrIi8t/AXGPMjSJyPvCoMSY7yOvfAnzb+75HH310BN+hUkoppcYDY+C2nXE098LXlg6QkRB9XU9VCv+qiOP9pQOsLRi7jLV+/XqMMRKszHiesdhhf8wCGrz+DdAeSVkRmYHVA7gs3Bc3xtwC3OJ8LiJm3bp1bNiwgXXr1oVbjYqCXuPRp9d4dOn1HX16jUdXrF3fsroOKt94EYDdrun8cN2iqOt67oG3oOI4773wbM6emRew3Hi4xuN2ONgY04y1gGOp191LgQpjTGuEZdcC+cBuEakB/g5kikiNiKwcxbehlFJKqXHu2b21g/9+YNMxdlW1Bikd3MFaq19q5qT0YbdrtI3bEGi7B/iGiBSISAHWat/fRVH2QaAUKxguBT6G1Zu4FHhrFNuvlFJKqXHu2T1WCLxmRQnGwA+f2BtVPQMew6H6DrJSEshPTxrJJo6K8TwcDPA9IBdwvhr3Az8AEJE7AYwxnwpV1hjTDXQ7lYpIk3W3qRnl9iullFJqHGvs6GXrsWYmZSZx6/qFvHSgntcONdLY0UtuhEGuqrmbXreHhcVZiASdjjcujOueQGNMvzHms8aYHPv2OWOM237sU14BMGhZP/W+EGxRiFJKKaViw/P76/EYuGjeJOLjXJw3ZyLGwCtlDaGf7ONgnbVkYdbE8T8UDOM8BCqllFLq1FXf3stvXjxEVUt36MIRGvAYPJ7hr759bp81FHzR/EkAnDc7H4AX99dHXFdZnT0fUEOgUkoppWLVA28e4x23vcAPn9jHFx54i5Hcku61sgbOvPUZvv7IzmHXtb2iFZfAqtJcAM6emUu8S3jpYH3EIfOghkCllFJKxbKKpi6+9shOuvoHmJCWyKbyZl6IomfNn6d31/CRezbR3NXPQ5srqG3ribqu1u5+qlq6mZaXRkpiHACZyQmcMTWHho4+9lS3RVSfEwJnTcqIuk1vJw2BSimllBpRO6taMQauXVnCT963GIAfP7lv2MO3ve4BvvjgNvo9HhYVZ+Ex8NctlaGfGMA+O+TNK8g84f7BIeED4QdXYwyH6jpIS4yjKCs56ja9nTQEKqWUUmpE7bXD1fzCLC6cN5HlU3PYV9POk7uHtynHvup2OvsGOG92Pv97tbU18EObK6IOl/tqrIUc8wpP7LlzQuDz++rCrqumrYeOXjczJqafEiuDQUOgUkoppUaYEwLnFWYgInz47GkAbDzcOKx6d9ibOC+enM3MiemsmJbD0cYuNh5pGlY75/r0BC4oyqQgM5mtx5pp7OgNq64DtafWfEDQEKiUUkqpEba3uh0RmFNg9bAtKMocvH84dlS0ALC42DoZ9qozSwD4587j0bXT6QksOjEEiggXzpuIx1hbyITDCbhLJp86O9BpCFRKKaXUiGntshZblOamkZponUkxLTeN5AQXe2vahrVKeOdgT6AVAs8qnQBEFy4HPIb9NW1kJsf7ncN30Txry5h/ex0pF4yzr+DaWYHPCx5vNAQqpZRSasTsrXGGgod61+JcwpyCTNp73FQ2R7dnYFefmwO17RRkJjMx0wptJTmppCbGsb+mPeJ5gUcbO+np9zC3MNPvHL7VM3JJSYjjpQP19LoHgtbV3NnHzqpWirNTKM1Li6gdY0lDoFJKKaVGjPd8QG/z7KHhvRFuu+LYc7wNj4FFdi8ggMslzCnIoKM38nDp9B467fKVnBDH2ll5dPYN8Mbh4HMOXz3UgDFWL+CpsigENAQqpZRSagQNhcAT59k5n0c7L3BHpTUUvMQrBMLQog6nBzJc+/z0WPpyThG5+dGdvBlk8cnLB6yh4HNOoaFg0BColFJKqRE02MMWIATuizCsOXZUWotCFvksvHB6HPdFGC4HVwYHCYHrlhZx6YICKpq6ufq3r/PQpoqTyhhjeKWsARFYM0NDoFJKKaVikHvAw/7adrJSEij0WWwxt3B4w8GD28MU++8JjDRcDq5gDnK6R1J8HL/+4BncdtUS4l3CV/++g8e2H6etp39wgctTu2upaulmUXEWOWmJEbVhrMWPdQOUUkopdXo40tBJn9vDGVOyT5obl5mcwOScFI42ddHZ6yYtKfwI0t7Tz+H6TkompJwUtJxw6Wz8HA7nuLjpXsfFBSIivH/5ZBLjXXz+gbf4j7+8BUBuWiLvmDuRR7dVAfCxtdPDfv3xQkOgUkoppUbEngDzAR3zCjOpbO5mX007y6fmhF3vTq9Non1lJidQnJ1CeWMnXX3uwW1pgtkXop3+XLmkCGMM9288RmtXP2X1HTy8pRIR+Mn7F3PlkqKw6xovNAQqpZRSakSECoELijJ5Zk8tu6paIwuBlf6Hgh3zCjOoaulmf007y6aErtfpNZwbYGVwIOuWFrNuaTEAdW09PLajmul5aVwwd2JE9YwXOidQKaWUUiPCWRQyP0AIXFJi9eRts0/+CJezMnjRZP8h0JkXuCfM+YaBVjBHYmJmMh89p/SUDYCgIVAppZRSI2RvdRtxLgl4fu5Sezj3rWPNEdW7o8peGRygJ/CMqVa9rx8K72xi57i4uYWR9QSebjQEKqWUUmrYGjp6qW/vZUZ+GskJ/hdb5KQlUpqXRnljF82dfWHV29zZR0VTN9Pz08hITvBbZtX0XBLjXLx8sIGBECeHOMfFZSTHU5ydElYbTlcaApVSSik1bOEOsS51hoQrwxsSdraGWeJnUYgjNTGelaUTaO3uDznU7BwXN6/A/3FxsURDoFJKKaWGzQmBgeYDOpZNcYaEwwuBOyuDDwU7zp+TD8CLB+pDtNPZzDq2h4JBQ6BSSimlRkCgk0J8LY1wcYgTFhcHWBTiOG+2HQL31wUt9/ph64i3BSFCZSzQEKiUUkqpYQt3OHhuQSaJ8S62V7QMnroRSP+AhzcON5KSEBdwZbBj5sR0irNT2FHVSl17j98y7gEPT+ysIc4lXDRvUtD6YoGGQKWUUkoNS697gLK6DvLSk8jPSApaNjHexZLJWbR29/Plh3fQ2esOWHbr0WY6+wZYPSOXpPjQJ3tcPH8SxsBN926isaP3pDIbjzTR2NnHmpl5TDjFjngbDRoClVJKKTUsZXUduD0m7Hl2N797PpMyk/jb1krO+fFzfO3vO9jv59i3lw9aQ7drZ+WFVe+X3jmbs0onsKuqjStvf5W/banEPeAZfPzxHdUAXL6oMKz6TncaApVSSik1LKE2ifa1pCSbJz5/LlcuKaKj181f3qzgfb9+7aT9A18+aC3yWDsrP6x6M5IT+MNNK3n34kKqWrr50sPb+eDdG/F4DO4BD0/uqiYhTrhkQUEE7+70pSFQKaWUUsMSzQkcE9IS+b9rl7H5Gxfz6fNn0NHr5oa732SXvSVMU2cfO6paKc5OYUZ+Wtj1JifEccd1Z/Dwp1YzIz+NNw438cSuGp7YVUNzVz/nzMwjK9X/foOxRkOgUkoppYZlOMewZaUm8N+XzuU/3jGT9l43P3lqPwCvljVgjDUUHM1+fiumTeA7Vy4E4KdP7ePb/9gNwE3nlEZc1+lKQ6BSSimlomaMYW91G4lxLqZH0GPn6/MXziIvPYlXDtZT197DP7YfB+Dc2eENBfuzZmYuq6fnUt7YRVNnHx9ePTXsoeVYoCFQKaWUUlGrbeuluaufWZPSSYiLPlbEx7lYt7QIj4HbntrPM3tqKchM5sJ5E6OuU0T48iVzAJiRn8ZX3zUv6rpOR/Fj3QCllFJKnbqGMxTs6z3Lirn7lSM8tLkSgI+fOz3k1jChLJ+aw6OfXcPknBRSEodX1+lGewKVUkopFbU9IxgCFxRlMnNiOmAtHLl2Zcmw6wTrlJK89OD7F8YiDYFKKaVUjKto6uJXL5TR2t0f8XOHQuDwz+IVEa4+0wp+H187ndREHbAcTXp1lVJKqRj25K4a/t9ft9Pe46a2tYfvrFsY9nONMWw83ES8S1g8OXtE2nPTOaUsKcnmzKk5I1KfCkx7ApVSSqkYta2ihU/9aQvtPW5cAo9uO05P/0DYzz9Q20FDRy9LSrJJTxqZfqU4l7CydAIuV+TbwqjIaAhUSimlYtSL+60TOb78ztlcurCA1u5+ntpdE/bzXy2zjnVbMyN3VNqnRpeGQKWUUipGbbWPaVs7K58P2HPxHtpcEfbzXztkhcCzZ4Z3tq8aX3ROoFJKKRWDPB7DtooWkuJdzCvMJM4lFGUl82pZI+enh36+e8DDxsNNJCe4WDZlZOYDqreX9gQqpZRSMehwQyet3f0sKs4iMd5FnEu4ftVUAP55LHQ82FnVSnuvmxXTJgx7Lz81NjQEKqWUUjHoLXso+AyvVbg3rSmlMCuZbU0uNh5uDPr8Z/fWArBGh4JPWRoClVJKqRi09VgLAMtKhoZyUxLj+Oq75gLw3cf34PEYv89t6uzjD68dJSFOePeiwtFvrBoVGhkrQJEAACAASURBVAKVUkqpEfLU7hrW/Og5bn18D7VtPWPdnKD89QQCXLmkiGnpht3H23jpYL3f5/7q+TI6et1ct3IKJRNSR72tanRoCFRKKaVGyIZtVVS1dPO7V45w8c9epLq1e6yb5FdHr5sDte0UZSUzKTP5hMdEhPMKPQA8uOnklcLVrd388Y2jpCTE8bl3zHpb2qtGh4ZApZRSaoTsq24H4Pw5+bT1uHlqV/h77r2d9te04TEEPOVj8QRDdmoCz+yppaGj94THfvX8IfrcHm5cM438DD2P91SmIVAppZQaAd19A5Q3dlKUlcxnzp8JwHP7/Q+njrUjDV0ATM9P8/t4vAveu2wybo/hb1sqB++vae3hwU0VpCXG8fG109+WtqrRoyFQKaWUGgEH69rxGJhTkMEZU7LJSkngjcONdPW5x7ppJylv6ARgWp7/EAhwzUpr8+g/bTxKa3c/AL956RB9Ax5uOHsaOWmJo99QNao0BCqllFIjwBkKnluYSXyci3Nn59Pn9vBaWfCtVsKxo7KF83/6PJ+5fwtP7KzGGP+rdsNV3miHwNzAIXD2pAwumjeRiqZuPnrvJv66pZI/bzxGSkIcHzundFivr8YHDYFKKaXUCNhXY4fAggwALpiTD8Bz++uGXffftlRS3tjFv3bW8On7t/L8MOscDIF5wVf2/vyaZSwpyWbz0Wa+/PB2et0ePnHudHLTdS7g6WBch0ARSRCR20Wkyb79UkT8HnUXrKyIJInIXSJyRETaRWSfiNz09r4bpZRSp7N9NW0AzC3IBOC82fmIwAv76obdc7fF3s7lmhXWEO3Woy1R12WMobyhi7TEOPJDhLn0pHj+cOMKLpiTz+WLC/nLx1fxhYt0RfDpYlyHQOBm4BxggX1bC3w9irLxQDVwEZAJfAT4HxF552g1XCmlVOwwxrCvpp2EOBlcbJGbnsScSRkcb+2huas/6ro7e93srW5nUmYS1501BYBdx1ujrq+xs4+OXjdTc9MQkZDls1MTuefGldx+3RmsnpEb1nPUqWG8h8CbgFuNMdXGmGrg+8BHIy1rjOk0xnzLGHPIWN4AnscKjUoppdSw1Hf00tTZx8yJGSTEDf1qnWJvpHysqSvqurdXtDDgMZw5dQJzCjKIdwm7j7dFXZ+zKKQ0yKIQFRvGbQgUkRxgMrDN6+5twBQRyYq2rF0+GVgJ7BjpdiullIo9zqKQefZ8QIcTAiuGEQI3Hx062SMpPo5ZkzKob++lLsoTSY40hDcfUJ3+ZLjzFEaLiJQAx4B8Y0yDfV8+UAeUGGMqoywrwH1AMXChMcYT4PVvAb7tfd+jjz46Yu9PKaXU6eOFauGR8jiunDLAhcVDv1dfqhb+Vh7H5VMGuLg4ut+3d+51sbfFxX8tcjM1Hf5c5mJjvYtPzB1gQU7kdf7zmIunq1xcO2OAVRPHZwZQw7d+/XqMMUHH7v0ushgnOuyPWUCD178B2qMpawfAXwNzgIsCBUAAY8wtwC1ezzXr1q1jw4YNrFu3LqI3oiKj13j06TUeXXp9R994u8Zv/WM3lJfzrrUreNeiwsH7M/fV8bd7N5FRMI116xZHXK/HY7j5radJTvDw6WuuICHORctr5Wz8x27SS+ax7sLIF2k8/eetUFXNey8+hxXTJvgtM96u7+loPFzjcTscbIxpBiqBpV53LwUqjDGtkZa1A+AdWMPA7/StQymllIpWZbN1RvDknBOHWEsmpADRzwk8UNdOe4+bJZOzB+caLiy2Vh/vqoru15gzJ3Bqrg4Hx7pxGwJt9wDfEJECESnAWu37uyjL3g6sAS62Q6NSSik1IqparBBYnJNywv1OKKxo6o6q3n/ttM4eXjU9d/C+eYWZiBDV4hBre5jOsLaHUae/8R4Cvwe8Duy1b68BPwAQkTtF5M4wy04FPoM1DHxURDrsm/fzlVJKxZjuvgHaeqLfvsVR2dxFamIcOakJJ9yfnBDHxIwkqlq6cQ8EnIHkV/+AhwfePIYIXHXm5MH7UxPjmZ6XRlVLN02dfRHV2dDRR2ffANPywtseRp3exvOcQIwx/cBn7ZvvY5+KoOxRQL/blVJKDerpH2D9Ha/S0t3HS1+5gKT4uKjqae3up73HzexJ6X6D1ZQJqdS191Ld2kPJhPCHYP+9t4669l7eMXfiScPMC4uzOFTfye7jraydlR92neEcF6dix3jvCVRKKaVGxe3PlbG/tp3atl62HI1+llCVPR+wODvF7+MlUW4Tc//GowBcb28Q7W1hkbX2MdIhYd0eRnnTEKiUUirm7K1u484XDw1+/vLBhiClg6tstsKdb2+dYzAENocfAsvqOnj5YANFWcmcP2fiSY8viHJxyFHtCVReNAQqpZSKOXc8X4bbY7hh9VQAXj5YH3VdzqKQyTkBegJzIl8hfMfzZQDcuKaUONfJQ8wLouwJLG+w2jBNTwtRaAhUSikVg/ZUW+HpS++cw+ScFHZVtdHY0RtVXc72ML4rgx1Dp4aEt0K4vKGTDduqmJCWyPWrTh4KBshKSWDKhFSONHTSHsHClsHhYO0JVGgIVEopFWN63QMcbexiUmYSWSkJgwsrXimLbkg43OHgcHsC73i+DI+Bj60tJTUx8PrNBUXWkPCeMHsDjTEcbewkPSmevPTEsJ6jTm8aApVSSsWUIw2dDHgMsydZ5/yeOysPgFeinBcYajh4UmYySfEuDtV34PEEPqbNGMOdLx7i4S2VZKUk8KFVU4O+7sJia0h4V5ghsL6jl86+Aabmpur2MArQEKiUUirGHKi1ThqdOTEdgLNn5OESeO1QY1T1VTZ3k5zgIjfNf+9anEtYNiWb9h734DC0Pz9+cj8/emIfKQlx/N+1y8hITghYFoZ6AneHuThE5wMqXxoClVJKxZSyWutIeacnMCs1gZkT06lq6Y54XmBHr5uWrn6Ks1OC9q6tnm71Nr5x2H/QfGp3DXe+eIic1AT+8olVnDc79N5/zuKQXcfDDIH2yuBSnQ+obBoClVJKxZSDdVZP4Cy7JxCiX21bFeDMYF+rZ1jHvr3up7extq2Hr/5tBwA/u3opS0uyw3rt/IwkCjKTKavroKvPHbK8nhmsfGkIVEopFVMO2D2BsyZmDN43OLQaYQg8XG8FyikhTgJZUpJFcoKLN480MeA1L7Ctp59P3reF5q5+PnL2NC7wsydgMMumZOMxsK2iJWTZwZ5AHQ5WNg2BSimlYkaf20N5YxcTM5LI8jrnd6gnMLLNl53QON8OkYEkxcdx5tQJtPe6B1+jtaufD/5uI9sqWjhjSjZffdfciF4bYPnUHAC2hnHiyRF7TuBUHQ5WNg2BSimlxr0jDZ2DW7EMtx7vlcGO+VH2BDoLPRaECIEAq6ZPAKwFKM2dfVx71xvsqGxl5bQJ/PGjZ5GcEPnZxU4I3BwiBNa29bC/po1JmUm6PYwapCFQKaXUsN39yhF+9swB2iLYuDhcHb1urrz9Fa67ayPGBN5iJRwH66yh4Jle8wHhxM2XO3pDz69z7DneRpxLTgqV/qyeYS0O+Z+n93PpL15iT3Ubq6fncu9NK0hPCrwfYDALirJIjHex9Whz0O1nHtt+HI+BK5cU6fYwapCGQKWUUsPS2tXP9x7fw//9+yDvuO2FqPfbC+SJndW097g51tQ1eOJFtJztYfyFNqc3b2+QbVy8NXb0UtPWw4z8tLB68c6Yks3/u2QOqYnx1Lb1snZWHr//yIqgG0KHkhjvYsnkLNp63Byy5yf688hbVQCsX1Yc9Wup04+GQKWUUsOyu9qa4zYhLZGGjj6++/juEa3fCTAAbxxuGlZdZXZP4KxJ6Sc95oTAXWHuu+cMBc8vDD0UDCAifPaCmbzxtQv588fO4u4PryAlMfIhYF/Lp1rDzIGGhA/UtrP7eBuzJ6WH3VYVGzQEKqVUDHp+fx0NUZ6V62t3lRWGPnHudCbnpHCgtoPW7pEZFq5u7eb1w4247BHMQPvshcvpCZw10U8ILI5sm5g9YS4K8ZWSGMfZM/NIjB+ZX8HOvMAtAULgo169gDoUrLxpCFRKqRjz/P46brxnE994ZOeI1OdsVrywKIszpliBZHsYW5aEY8O24xgD166cgkusEBjtvMA+t4fyhk7yM5LITj15cUSk28QMLQrJiqo9I8UJgZvKT+4l7ekf4KHNFYjAuqU6FKxOpCFQKaVizANvHgPg+X31I7KQwxk+XVCUybIp1kbHbx0bmRD4+I7jANywehqLirOoa++lvDG6VcLljZ24PYbZfoaCASZmJJOXnsihug76Bzwh63PC4rwxHmKdkJbI3IIMjjZ2nbSC+uEtlTR09HHZwkKKs/2fbaxil4ZApZSKIQ0dvfx7bx0AfQMentldO6z6uvrcHG7opDg7hZy0xMGewK3HQu9bF4p7wMP+mnby0hOZU5DBqunWqRvRDgkfHBwKDrySd25BJn0DHg7XB1+AUtfWw+H6DgqzkpkQ4Mzgt9PZ9srj18qGro17wMNvXzoEwKfPnzEm7VLjm4ZApZSKIY9srcLtMYO9V//cWT2s+vZWt2HM0FDqvMJMkuJdvHUs+JYl4TjW1EX/gGFGvtVzN9wQOHhSSICeQIC5BVZA3Ffjf0i4p3+AN480sf6OV/EYOHdW6DN+3w7nzLKuzStlQyuzH9txnIqmbtbOymNh8dgOWavxSUOgUkrFCGMMD22uAOAn71tMTmoCLx+sp7Ur+iHhXfaiECdkJMa7WFRsbVlyeJjbuRyye+Nm2Is4zpg6vPmGZXVh9AQWOtvEtJ9wf117Dzfdu4l533qSD/zmdY639vCeZcV8Z92CqNoy0laW5hLvEl471IAxhpauPn7wr30AfPaCmWPcOjVeaQhUSqkYcaShk4N1HcwvzGTR5CwuXVhA/4Dh2b3RDwk78wEXFg/Ni3PC2nCHhJ3QNtPuCcxKSaA0L43yxi66wt/PedDQmcHh9wQaY3hyVw2X/eIVnttXR25aEufMzON76xbwsw8sieqUj9GQnhTP0pJsGjr62F/bzi3/2E19ey9XLZ882IOqlK/od6hUSil1StlpB7az7OPL1szM4y9vVrD7eBvvWx5dnc7iiIVeK2SXlViLQ3ZUtvCBM0uibq+z+fEMr9C2qDiLIw2dVHREttVJ/4CHIw2d5KUnkRNkDt/MienEuYR91e1UNHXxxQe3De6/d+3KKXz7ivnjJvj5WjMzj81Hm7n6N2/Q2t1PQWYyN18+f6ybpcYx7QlUSqkYsaPSCoGLJ1uBrTQvDYAjDYFPmghmwGMoq+8gJzWBiZnJg/eX5lv1VjR1D6e5Qz2BXiHQafuxCEeayxuCrwx2JCfEMT0vjZq2Hj5z/1Y2H21mbkEG9964gh++d9G4DYAAlywowCXQ2t1PaV4av7hmKVkpCWPdLDWOaU+gUkrFiJ12CFxkz9+bluuEwOjm7lU0ddHn9rB0cvYJ9ztbkVS1RB8CjTEcqusgNTGOQq+A6bQ90p5Ap8cy2FCwY25hJgfrOthZ1crsSek8/h/nEB83/vtM5hdlsuXmi0lKcA3rKDoVO8b/d7VSSqlhG/AYdh1vJS0xjtI8KwilJcVTkJlMRXN3WPvi+Tro9NT59K5lJCeQlZJAZXNX1Bs717f30t7rZnp+Gi7XUOBbWJyFCByLIAQaY7j3tXIAzp0dejWvMy8Q4Bvvnn9KBEBHTlqiBkAVtlPnO1sppVTUjjR00NU3wILiLOK8QlVpXhoDHkNFU+QbMB+0z+F1Fm54m5yTQk+/h8bOvqja67soxJGWFM/M/HSa+yTsY+9eP9zItooW5hZkcMGciSHLL7F7Ns+dnc95YYRGpU5VGgKVUioGDM4H9Nkvblpe9EPCg1uu+JlnNznHGhKubI5uSHhwUYifgLnInhfoLHQJ5VfPD22Y7N2rGMiambncdcOZ3H7dsnCbq9QpSUOgUkrFACcEOgHKMX0kQqCfffcm56QCnHSMWaR1z/Qzh8/pqXPmOPrjbO3ywd9t5JWyBqbmpvLuRYVhvbaIcPH8SWQm66IKdXrTiQNKKRUDnF6zxT6LOJwVwpFu7OzxGMrqOkhPimdSZtJJjzuLQ6LtCSzzsz2MwwmyOyr9bxq9r6aNbz66i03l1tYuhVnJ/OA9i06puX1KvR00BCql1GluwGPYfbyVjKR4pk5IPeExZzuXIyHOyvVV3dZDV98AS0uyETl5iNUZDq6KMgTur+kgIU4GVzB7m1+YiUvMYO+mt85eN9f+9g2au/qZW5DB/7tkDufPmXjCPEillCXqECgi8cAJ/5sYY/wftqiUUipsxhie3lPL4slZFGalDLu+Y01d9PR7WDQt66Q5cSU5qcS5JOLh4IMhTt8YznBwY0cvDR29zJmUQWL8yb13yQlxFKZAVXsvtW09TPLaQuZvWytp7urnskUF/N81y7T3T6kgIv7pEJFVIrId6AGa7VuL/VEppdQwbSpv5pP3beGS/32Jp3bXDLs+57i02ZNOnruXGO9ick4KNW09dPWFfxZbsDl7AMXDWBiy32lvQeAzfqekW1vPeJ8j7PEY7n21HIDPnD9TA6BSIUTzE/IHYAOwCJhu30rtj0oppYbpjcONALT1uPnkfVv4187qYdV3oCZwCISheYHlDeH32gVbGQzWOb8ZyfFUNndHvFeg0965QUJgiR0CvVcIv3iwnsMNnayYlsNCn1XQSqmTRRMCJwLfNsbsNcYc9b6NdOOUUioWbSpvAuCT51p/W//2pcPDqu+AHdhChUBnW5ZwbLN74OYWZAYsMzknle7+AZoi3Ctwf23w9gJMSbNCoDMvsM/t4fbnygC4cU1pRK+nVKyKJgT+GVg/0g1RSillLeJ461gLqYlxfPmSOczIT2NbRQt7jkc/5XqoJ9B/r52zxYtzAkgord397K9tpzg7haLswHMWBxeHRHh83P4a673OCRICC1MhMc7FzqpWPB7DV/++gy1Hm5lXmMk750+K6PWUilXRhMCbgZ+IyGsi8nfv20g3TimlxjOPx/DaoQbae/pHrM59NW109LpZWpJNQpyLa1dOAeCBTceiqq9/wMPhhg7y0hPJTT95KxcYCodOWAxly9EmjIGVpROClotmw2hjDAdqrTODnef7E++CeYUZNHX2cdMfNvH3rVUUZSVzz0dW6FxApcIUzU/Kn4Be4GVgu89NKaVixt+2VnLdXRs558fPc/tzB/F4ojsn19tme2+7M6dZAet9Z0wmMc7FI1ur6O4biLi+o42d9A8Yvxs6O2bZPW4H6sILgW8esdq4YlqoEGitEC7z6WFs7+kPuAilqqWbjl43syZlhDzdw9kv8IX99eRnJHHvTSspyEoO+hyl1JBotog5DyjS7WCUUrFuy1ErDLV293Pb0weYnJPK+mXFw6rTmQ+4YloOADlpiVy6sIB/bD/Os3truWJJUUT17a+xAticIIssslISKMhM5mhjFz39AyQnxEXUxkDOnpELwNN7avjPC2cBVgC89Ocv097Tz/fWL2Td0hOvl7OSeU6AoWtvVy0vYXN5M+9aWMjH1paSlqRb3yoViWh6AvcAgf83UUqpGLG32vpb+FuXzwfgmb21w6rPGMPm8mZcAsumDAWsC+dNBIbCVyScUBVoFa9jdkEGAx7D4RCbRvf0D7CjsoWc1ISA28M45hZkMD0/jV1VbZTb+xD+4tmDVLV009bj5vMPbOOHT+w94Tn77CHpOUEWnDiWlGTz5BfO5fMXzdIAqFQUogmBfwf+KSKfEJErvW8j3TillBqv3AMe9tW0k5kczzUrS0iMd/HygXrcA56o66xv76WmrYc5BZmke4Wa5VOtQOgMFUdiqGct+N/us+1AdzDEkPC2ihb6BwxnTpvg96QQbyLC5Yutnst/7qzmYG07975WTnpSPLdft4yslAR++9Jhdh8f2ublpQP1ACyZrFu8KDXaogmBnwSygK8Bv/C6/XwE26WUUiPmSEMnNz+6k11VJx8zFq3yxk563R7mFmaSmhjPqum5tPW4B7dOicYBe2sU3/3xirNTKMxKZl9NG20RLkLZX+P0BIYIgfbj+0MsDnn9kLWH4coQ8wEdly8uBODhzRV87s9v4fYYvnDRLC5fXMSX3zkbY+C7j+3BGENtWw8bjzRRkJnMGVOCDzUrpYYv4hBojCkNcNPNopVS49Kvni/jT28cY90dr/KTJ/dFvHmxP3uqrbA0v9Aatjx/dj4Az++vi7rOQEO3IsLyqTl4DLx1LPyQ2d7Tz+GGTkompJCVkhC0rHM6hxNE/enqc3P/xqOIwAVzJ4bVhtmTMpg9KZ3yxi7217azavoEPnz2NACuXTmFOZMy2HikiX9sP84/d1RjjBUcQy0KUUoNn66jV0qd9pwNhZPjXfzqhUO8ZvdmDYczH3AwBM6xQuAL++ujrtMZip3tZyWvsxJ3SwTzAnfbewsuCuP0DOcMYCeI+nPf60dp6OjjisVFIecDevvM+TMpzk7hO1cu4P6PrSLB3sIlPs7Ft6+w5lPe/Mgu/rTROnPgyqWRLX5RSkVHQ6BS6rTW2evmYF07RVnJfO2yecDQvLPhcELgPDsElualMTU3ld3H22iL7ICMQQeCnJThzAvcFMG8QGf4O5wj1NKS4pmck0JFcxcdvSdv39La3c9vXjqMSxhc6Ruu9cuKefWr7+DDZ08jzqeH7+yZeXzugpm097o5XN/J1NzUsEKrUmr4NAQqpU5ru6pa8RhYPDmbc2dZvXUvH2wYdr17q9uIc8ng0K2IsGZmHgCH2yMfyrQ2SW4nJcH/JslzCzJIT4q3F2aEt/hkMAQWhReqlpZkYwx85v6tg3sS1rX18PE/bmbF95+lqbOPdUuLI+oFDMcXL57N2lnWtbtySVHIBSdKqZGhIVApdVpzhoIXl2QxJTeVqbmp7Kluo769N+o6Gzt6qW3rZXpe2gl76jn75h1uizzE1Lb10t7jZubEdL/z4eLjXCybkk13/0DYQ8477RAYbs/at66Yz5xJGbx0oJ733/kaT++u4dq73uCZPbUkx7tYv7SIm989L/w3FaY4l3DH9Wfw3XUL+OR5M0a8fqWUfxoClVKnte2V1kKKJZOzAQZ7nF4ti7430NnLzhkKdpw51Zq3F01PYDj7+X149TQAbvnHbjr9DNl66+h1c7ihk+LsFHLSEsNqw8SMZB785CrOnJrD7uNtfOK+LRyq7+SieRPZdPNF/PyaZQGPnhuuzOQEblg97YStcZRSo2tch0ARSRCR20Wkyb79UkT8/g8RqmwkdSmlTh9OT6AzL26tPST80sHo5wUebewCYHp+2gn3T85JYVJmEpWd+J1XF8zBusDzAR0XzZ/EZYsKqGrp5mfPHAha397qNowJvxfQkZ2ayEOfXM3Pr17K9Pw0rlhSxB3Xn0FSfPBTRJRSp55xHQKBm4FzgAX2bS3w9SjLRlKXUuo00NzZx7GmLqbnpQ1ukbJ6Ri5xLuHlgw1RbxVT0WyFwBL7bFyHiHDmtAkYhG0RbOUCcNDpCQwx3+6WKxaQkRzP3a8c4c4XDwV8DzsHw2/okzd8uVzC+mXFPPel8/nltcs0ACp1mhrvIfAm4FZjTLUxphr4PvDRKMtGUpdS6jSww54Tt6Qke/C+zOQEFhVnUd/eS7ndoxepiiY7BE5IPemxFYOreCM74s0ZDg7WEwgwMTOZX11/BqmJcfzoiX38yM++h+09/Ty24zgQ3spgpVRsGrfDoSKSA0wGtnndvQ2YIiJZxpjWcMtihd2w6lJKnT6226d3LPY5gmz51By2VbSw5WgzpXlp/p4aVEVzNwAlE05exXums5/f0fC3chnwGA7UdpCaGEdx9sl1+lo7K58/f3wVH7nnTX7z4mGyUhLIT0/i/o3HyM9I4khDJ2V1HcyZlMGq6blht0MpFVtkJHbOHw0iUgIcA/KNMQ32fflAHVBijKkMtywg4dblVectwLe973v00UdH+F0qpby5PdDWDxNGaO3BXftc7Gp28YWFbkq9OtjeahTuPRDH2ZM8XD098rN+v7Epju4BuO2sAXwX8g4Y+NqmOIyBH60cIC6MNSIVHXDbznhmZ3n47Pzw23O0HW7fE0ef5+QXmZft4cOzPKSM2z/1lVKjaf369Rhjgv4PNJ7/e3DOLsoCGrz+DeC7pX2osq4Qj5/EGHMLcIvzuYiYdevWsWHDBtatWxf2m1CR02s8+sbrNf7GIzu5f+sxvvauuXzi3OnD2i/OGMOtu/5NvKuPT119+Qlbuaxs7ebeHz5Hk2Sxbt25EdXb2evm868/RWleGu9Zf77fMr/Z+xj7W13MOvN8Fk0OPRz7+1eOwM49vHvFXNZdFNlGzEsP1PPxP25men46375iPglxQkfvAGtm5BIfN95n/ERvvH4Pny70+o6+8XCNx20INMY0i0glsBQ4ZN+9FKjwHb4Np2y4dSmlxo6zYveHT+yjvr2Xmy+fH3VdNW091Lf3Mr8w84QACFCYlUJhVjIHatvp6HVHtC1JpT0U7G9DZ8f0DMP+VmteYDgh8M0j1vzBFaU5YbfDce7sfLZ+82JSE+N0k2WlVETG+5+J9wDfEJECESnAWs37uyjLRlKXUuptVtfWQ0VTN5Myk5iQlsjvXjnCofqO0E8MYHuFsyjEfwg7Y0oOHjM0bzBcwRaFOKbbC3I3Hw29OMQYw6byJhLihGUlkYdAsI580wColIrUeA+B3wNeB/bat9eAHwCIyJ0icmc4ZcN8XCk1hrYesxZSvGPuRD5wZgkArx9qjLq+HZXOopBsv4+fYa/i3RrBAg6AygDbw3ibmm6IcwmbyptDbkNzqL6Txs4+FhVnkZKoW7Eopd4+4zoEGmP6jTGfNcbk2LfPGWPc9mOfMsZ8Kpyy4TyulBpbzmraZVNyWD3DWtE6vBBoHxcXYDj2jClWONxyLLIQGGxlsCMpDhYWZVLf3suxpuDb0DhDwStLdRWvUurtNa5DoFIqdmy1N1deTlFPkgAAIABJREFUPjWHM6fmEO8S3jjcGNWGzh6PYXtlC8kJroD77i0oyiIp3sWWo824B8JfkesMB08O0hMIsNw+Qm5z+VDI7O4bOKncm0esoHtW6YSw26CUUiNBQ6BSasz1ugfYWdlKdmoC0/PSSEuKZ0lJNo2dfRyojXxeYHljJ+09bhYUZZEQYIVsYryLlaUTaO9xs70y/PVhgz2BQRaGAKyYZg03P7u3ltcPNfKxP2xm3ree5L7XywfLDHgMr5Q1EOeSweFppZR6u2gIVEqNuV1VbfQNeFg+JWdwgcPq6c6QcEOwp/rlBMd5hcFP3zjXOUf4QHjnCBtjqGzqIjUxjglpiUHLLrdD4BO7arj2rjd4dm8tAD9+cj917T2ANRTc0NHH2TNyB4+1U0qpt4uGQKXUmHMWZ3j3hg3OCzwc+bzAIw2dAEzPC34O77mzrRD4YpghsLW7n/ZeNyU5qSFX407MSOZ76xawbmkRlyyYxHfXLeDDq6fS0evmJ0/uB+CJXdUAvGthYVivr5RSI2nc7hOolIod+2qsPdsXeZ1zu3xqDolxLjYeacLjMbh8j+YIotwOgaX5wY+Emz0pnYLMZHZUttDS1Ud2avDevf12O6eHqNfxodXT+NDqaYOft3b38/iOav66pZLLFhXwxK4aXAKXLJgUVn1KKTWStCdQKTXmjjRYw7fe4So5IY7Fk7No6eqPeL9ApyewNDd4WBMR1s7Kw2PglbLQw857qtsAWFCUGVF7HFkpCXzT3gD7o3/YTH17L6um55KbPkLn5CmlVAQ0BCqlxtyRhk4S410UZZ242GKFvWJ2U3lk27gcbugk3iVBT/VwOEPC/9pZHXIl8p7jTggMfQpIIOuXFXPr+oU4L3XZIh0KVkqNDQ2BSqmo7ahsGRwijVZzZx/NXf2U5qadNOTrrLDdXB765A1He08/DR29TJmQGtbZuefNySc3LZF/7azhzhcPBy3r9ATOj7In0PHBVVP55bXLuGxRAeuWFg2rLqWUipaGQKVUVB548xjr73iVD929EY8n8r38HEca7aHbvJOHbpdPsXoC34wgBJY3dAWsz5/M5AR+/5EVpCbG8eMn9/HXLZV+y/W5PRyobSc3LZGJGcMfvr1iSRG/un45Gcm6KlgpNTY0BCqlInb/xqN89e878Rioa+9lf230vYFH6q0QOM1PaMtKTWDOpAwqm7upbu0Or74goTKQJSXZ/PqDy4l3Cf/9tx08t6/2pDJldR30DxjmF2XqOb1KqdOChkClVMTufbUcGJpPN5zj3Ya2c/Ef2laUOkPC4c0LDBYqgzlvdj4/vWoxAx7DZ+7fyh9fL6fPPXSSyOBQcOHwhoKVUmq80BColIqIMYbK5m4ykuP59HkzgOj28nMcCbGdy4ppzvFr4Q0JD640jjAEArxn2WS+efl8et0evrVhN5f+4iWOt1g9kLuPW6eKDHc+oFJKjRcaApVSEWnu6qe7f4Di7BSWTckmMd7FxsONDEQ5L/BwQ/DhWycEvlzWENY5wkcarTmBkfYEOj56TimP/8c5nD0jl8P1ndx4zybaevq9VgZrCFRKnR40BCqlIlJln507OSeV5IQ4lk/Joa3HzV57uDQSHo+hvKGTjOR4cgMcw1aUncLC4kwO13cODskGYozhSH0HyQkuCjKTI26PY0FRFn+4aSXnzs5nf207a3/8PG+WN5Gc4KI0xCkkSil1qtAQqJSKSFWL1dPm7ME3eLxbFPMCa9t76O4fYHpeWtDFFlcusbZReWx7ddD6Gjr6aOtxM83PdjORSohzccd1y1hYnElrdz956Ul87JzpxA2zXqWUGi80BCqlIlJp9wQWZ/uEwGjO+K0PbyXvuxc7IfB40CHh1w5Zp34sLcmOuC3+ZCQnsOGz57Dve5ey6RsX8eVL5oxIvUopNR5oCFRKReT/t3ff8XFdZf7HP8+MmtUt25JV3Ets2Y7txGlOIATSSAhOyIaEkkLYBFjCLsvSyxLg9wvsLsuSTYEFUn5AsmwWiAMhkJDe7SSOY8ctcpUtWdWWZPV2fn/cO7Isq4zKeGak7/v1mlekO3euzn08GT065zznlPmFEoV+T+DyomwmJQZZv+cQnV3dg730OKGlZeZNG3yItTB7EqfNnkxZXQsbSgeuEn5uRzUA7zlp2rDaMZhgwEhJDI7Z9UREYoWSQBEZlr49gUkJAVbNnkxjWyeby+qHda1NB7zzlxUNvQ1baEj4N+v39/t8d7fjuXeqSQgYZ8+fOqx2iIhMREoCRWRYjhaGHN2Xd6RDwm/trwPg5KKhh28/uKKQrEmJ/G7DgX63qnu7vJ7apnZOnTVZu3CIiIRBSaDIOOecY0PpYaoaWsfkemV1LaQkBsjpVc171tzhF4fUt3Swu6aJmTmpx1xrIFmTEvn79y2g28H3/7ztuOef9YeCzx3DoWARkfFMSaDIOLarupHr7l3Ph+5+mevvey2sdfYG09jWSX1LB4XZk46p5l1WmEV6cgKv7z18zC4bg3nbHzo+OYyh4JBrz5zFrCmpPLujmie3Ht3arayuhb+8XQHAexbmhn09EZGJTEmgyDjV3e34+C/W8UKJVzG77WAD6/aEt+vGQEJDwYWTU485nhAMcPqcHFo6uth0oC6sa230h4KHU8mblBDg25cVA/Dl322ipPIIN/3ydc7+wdNsPdhAQVYKi/Mzwr6eiMhEpiRQZJzad6iZg/WtLC3M5PsfWgbAr17ZN6prhtYIDBWF9BYaEn45zCHhULIYznzA3t67KI8bVs/mUFM7F/34ef66tZKCrBRufvdc/t+Npw+63qCIiBylJFAkTIea2rnk9hd4YN3oEqkTZbu/u8bKGZO5YmUh2amJPL6lgspRzA080E9RSMhwF43edKCegMHSwuFvw/bV9y+iOD+TbgfnL87l8X98N1+/ZDEL8tQLKCISLiWBImF6YksFWw828J9PlYx4n9yhdI/hdUPbuC3KzyAlMcjVq2bQ2e0GXGIlHP1VBocszs8kMyWBN0oP09rRNeh1qhpaOVjfysK8DFKTEobdjpTEIA/edAb33rCKn127StXAIiIjoCRQJEwv+T1clQ1tvFBSPebXf2pbJSu++wR3PFUyJtfbetBbRmVxvtfTdtWqIgCe3FY54GuGsq82tGVc6nHPBQPGGXOn0N7ZzZulg88LDA0Zr5w58p09slOTeO+ivFFvDyciMlEpCRQJg3OOV/wtyQB+t6FsTK//0Ov7uflXb9DQ2smD60tHXcULXk+gGSya7g2RzpuWTmH2JDaX1XOkY2TX3F3T6F+r/23eepaKGWK9wMc2e3sAX1g8fWQNERGRUVMSKBKGHZVHqGlsZ0lBJunJCTyxpYKG1hFmUn1U1Lfytd9vJmCQn5XCwfrWYe+80Vd9SwdldS3MnpLWM9xqZj1r6O2oG37vWWdXN3trmpmankR2av/r+q2e7yWBrw4yL7CxrZNn36kmIyWh53wRETnxlASKhOHlnV5S875FuVy6LJ+2zm4e23RwTK794s4aurodHz19JjeePQeAJ7aMfMgWjhaF9F0u5d0LvCRw+wiSwAOHW2jv6mbu1IH3+V2Ym0FOWhJv7j9MS3v/8wKf2V5Fe2c3FyzOIzlBe/KKiESLkkCRMLzsDwWvnj+Vi5d6Q5iv7zs8ptc+e/5ULijOA+CJrRWjumaoKGTx9GMrb1fPn0JCwNhWb8MuQtlV7Q8F5/Y/FAwQCBhnzs2ho8vx+r6jaxI656htbKO2sa1nKPj9y/KH9fNFRGRsDb8sT2SC6ezqZt3uQ6QkBlg5M5vaxnYASiqP3792uLy5hrUEDM6YO4WsSYmclJfBjsoj7KlpYs7UgROuwWzzi0IW5R+bBGamJHLKzMms33uIrQcbWFoY/m4du6ubAG9u4WDetWAaj22u4Ftr3+b/XrGMB9eV8vT2Klp6VQynJyfwrgVTw/7ZIiIy9tQTKDKE/YdbONLWyclF2SQnBMnPSiE9OYGSqsZRF3DsqWniYH0rywqzyJrkLXMS6g18envViK+7vaL/4WA4urfuiztrjntuMKGewLkDFIWEXHlKERcvmc7e2mY+9ot1/GnzQQIGxfmZFOdnkpOWxCfOnk1KooaCRUSiST2BIkM4WOevjefvkmFmzM9NZ+P+OsrqWvpdLiVcoaVSzpp3tFfs9Dk58MzRvXWHq7vbUVLVSHpyQr87e5wxJweA1/cegnPnhX3dnuHgIXoCkxIC3PWxU/jOH7fwp00HufGcOXzynDlK+kREYoySQJEhHKz3dtjIz07pObYwz0sCSyobR5UEhnbXWD3vaJVsaF2/reUNI7rmwYZWmtu7WF6U1e8WaksLswia4419h3HOhb3N2q7qJpKCgbDuNxgwvrtmKd9ds3TY7RcRkRNDw8EiQzhY7/UETs862qu2INcbZi2pGvm8QOccr+yuJTFonDY7p+f4tIxkpmUks6u6kbbOwXfe6M/OqlABR/89dimJQWakweHmDnbXNIV1zcNN7Rxqamf21FSCWpxZRGRcUBIoMoRyvyewIOtoT+CCPC/BeqeyccTX3VvbzKGmdpYWZjEp6dih0sX5mXR2O0pGcP1QEjh/gCQQYE6GN5fxjTArnI8uEj34ULCIiMQPJYEiQwjNCczv1RO4MM/vCRxFhfCbpV4CtnLG5OOeCxV0bD04/CHh0Ny9+YMkbKEkcEOYSeCuqvAqg0VEJH4oCRQZQmhOYEGvOYFjUSG8cb+3v+6KfvbPLfbnBW4bQRI4nJ7AcNc6fLvcK1IJ9YCKiEj8UxIoMoSD9a2kJAZ6lnCBoxXCze1dlPk9hcMVSgJXzhjbJHBXVSNJwQAzcwYu4MhMgpk5qeysaqSuuX3Ia67f4y383HvuooiIxDclgTJu7axq5BsPb+bIKPb4bW7vpL6lg4KsScdV0S70e8VGMm+vtaOLreUNTE1Pomjy8cu4zJmaRnJCgK3lDcPqaTzc1E6tX8CREBz8f+9Vs71h6O89uo2Oru5Br7m94ggzciZR0M+SMyIiEp+UBMq4desftvDAulL+vHnkW7D1tzxMSGi4NTQHbzi2lNfT2e1YMSO73yVaEoIBTpqeQUNrZ09hSjh2hrmWH8Bnz5tPXmYyv9twgBvvf43Khv5/zvq9Xi/gGXOm9Pu8iIjEJyWBMi5tr2jo2RGj9FDziK9zsM5LjKZnHt8DFkq0RpIEvlnqDwXPPL4oJCS07+9w1gsMZz5gyLxp6Tz8d2dzUl4GL5TUcP6/P8dv3zhw3HnrdoeSQA0Fi4iMJ0oCZVy654U9PV/vPzzyJLDcXyOwoJ+ewJ4ksCq8tfZ66ykK6Wc+YMhy/7lwl3Hx2hJ+EghQkD2Jhz+7mpveNYem9k6++L9v8adNB485Z90eb0HrM+eqJ1BEZDxREijjTvWRNh7ZWE5i0BtmPXB4ZIUbcLQnsPfyMCFFkyeRGLSeNfTC5Zzj9b2HCRicXJQ14Hmn+XP2XvOHY8Oxw1+yJtwkECA1KYFvXFrMf127CjP4wkMbe5avqW/pYOvBBgqyUvqduygiIvFLSaCMO8+9U017VzcfXjWDYMDYP4rh4IqG0BqBx/cEJgQDzJ6SRk1je1gVtiF7apqoaGhlWWEWGSmJA543PzedyamJbDpQR2vH0DuHOOfYWt5AYtB6djQZjguK8/jmpcW0dXZzy4Nv0trRxQsl1TgHZ8ydEvb2ciIiEh+UBMq4U1rrDc8uL8qmIDuFqiNtYSVR/SmvG7gwBHrPCwx/SPiV3f7w6rzBh1fNjFWzc+jocrzlDx8PpupIG7VN7czPzSApYWT/a9949mwuKM6jrK6FO54u4V/+sh2ADy4vGNH1REQkdikJlHFnn9/zNyMnlRmTvbXyRrqWX2jf4P6GgwHm5aYBwysOeWWXlwSunjd1yHNP99flC2dIOFRAsqQgM+y29GVmfPPSxSQFA9z1zC72H2rhwuI8zluUO+JriohIbFISKONOqBp41pTUnnlsIxkSds5RdriF9OQEMlMS+j1n7lSvJ3B3mD2Bzjle3V1LQsBYNWvgyuCQVT3zAocuDtni7+oxmiQQYNaUNG48Zw4AqUlBvv3BJaO6noiIxKaYTQLN7Gwze8vMms1so5mdNdLzzexSM3vezA6bWZWZ/dbMiiJ/FxINpbXNJAUD5GWm9PQE7h9BcUjVkTaa2ruYMzVtwPlw88JYK7ChtYOXd9bwx7fK2XSgnprGdpbPyCYtuf/EsrelhVlMSgzyxr7DdHUPvmh0aJ/h0G4jo3HLe+ezZkUBP7jyZAq1QLSIyLg09G+hKDCzHOBR4MvAL4HrgEfNbJ5z7rjJUWGcnwX8C/Ac4IA7gIeA1SfgduQEamzrpLapnblT0wgGjBn+1mkHRtATGFpuZd60tAHPmTtt8OHgv7xdwT/85k3aOr0dOZL8XTxWDzEfMCQxGGDV7Mm8UFLDDfetHzQp2+IPBy8eZU8gQHpyArdfs3LU1xERkdgVqz2BVwBlzrmfO+fanHM/Byr848M+3zn3oHPuT865RudcE/Bj4Awzi8kkWEautNZL9mZO8ZK/0HDwSJaJCSV2cwfZfSMzJZHcjGRKa5uP23pte0UDX3hoI+1d3Vy6LJ/zF+fR7p8TznzAkG9ftoQFuem8UFLD2T94mvf++7M8uK70mHMaWjvYV9vMzJxUMgepOBYREQmJ1SToZGBjn2Mb/eNjcf65wDbnXOeIWygxKTQfcKbfAxjqCRzJgtGhit+htmCbOy2NqiNt7KttYr6/NEtFfSs3//INmtu7+NJFJ/HZ8+YDsG53LfsONXPm3PB335ifm84fP3cOdzxdwp83V7C7uomvP7yZ3Ixkzi/OA2D7QW99wNHOBxQRkYnDhrM5/Zj8QLNEIDjIKW3AL4AW59wtvV53F5DsnPvbfq55T7jnm9lK4BngKufcXwdp563At3sfW7t27SDNlljwdLnxyL4gl8/q4rwCR7eDL60LkhyE204b3jIxP9kaYHt9gK+c3EnBwCPCPFoa4K9lAc4v6OayWd1UtcBPtgU51GasmNLNDQu6Gcsl9jYdMu7ZESQl6PjCsi7yJsEz5cbafUEumdHFRUUn9v9pERGJPZdffjnOuUF/+0SjJ/Bh4NJBnp8DNAJ9u0qygOoBXhPW+Wa2DPgLcMtgCSCAc+5W4NZer3Vr1qzhkUceYc2aNYO9VEZpNDF+be1m2FfKJe8+nQuXTAfgjl3Psru6ifddfCnpYRRjhPzrtqcxa+ETV32AlMSB/245o76VZ//1adYdSuKfrjqL792zjkNt7XxweQE/vGr5iNfsG8gaYNLjO7jzmZ38fFcanz9/AU+8sQ3o4oZLzuH0MPb41fs4shTfyFOMI0vxjbxYiPEJnxPonPuAc84GeewFNgEr+rx0BbB5gMsOeb6ZLQWeBL7qnPv1mNyMxJzSQ97cv9CcQIAiv0L4wDCGhFvauyira6Fo8qRBE0CA6VkpXL6ikCOtnVxx90vUNLbzkdNn8OOrV4x5Ahjyjxcs5COnz6T6SBvfePhtmtu7+Or7F4WVAIqIiEDsFoY8DBSZ2SfNLMnMPgnk+8eHfb6ZLQGeAr7lnLvvBLRfoiS0W0hoTiDQU00b2gc4HKH9gEPrAA7lU+fOBaC1o5t3LZjK99YsJRCI3DZrwYBx2xVL+dJFJ5GWFOTrlyzi0+fOi9jPExGR8ScmC0Occ4fM7DLgbuBO4B3gMufcYQAzmwlsBYqdc6VDnQ98EZgG/MjMftTrRxU7544ts5S41dXtOHC4hanpyaQmHX1rT8/0tnw7WD+MJDDMopCQ+bkZ3LB6NlsPNnDnR04hIRj5v6/MjM+eN5/PnDsvogmniIiMTzGZBAI4515kgOpeP3FLH8b5nwA+MdZtlNhSXtdCZ7djVq+hYIDpWckAVDSEnwSGlocJbQsXjlujtLOGEkARERmJWB0OFhm2nX7iNmfqsYlbnt8TWDmCnsBwh4NFRETijZJAGTd2VnpJ4MK8YxO3/CxvTmC4PYHOOTYd8DamGU5PoIiISDxREijjxjuV3oLJC/IyjjkemhNYGWYS+NaBevbWNrO8KIvcjJSxbaSIiEiMUBIo48Y7/l6/C3KP7QnMnJRASmIg7MKQ3284AMCHTika2waKiIjEECWBMi4459hZeYS0pGDPkjAhZsb0zBTqWzpo7Rh815D2zm7+8FY5CQHjsuUFkWyyiIhIVMVsdbCMfw2tHTy26SBN7V1MTk3kipWF2Aj3Vyuvb6WpvYvlM7L7vcb0rBT21jZTUd/K7KkDz/N7dkcVdc0dXFCcR05a0ojaIiIiEg+UBErU3P3MLn763K6e71OTErh46fQRXSs0H3Bhbv/VvKF5gRUNgyeBf3irHIAPrSwcUTtERETihYaDJWpe23sIgKtXzQDgvpf2jPhaJT1FIf0ngXlZQxeHOOd4ZVctCQHj3JOmjbgtIiIi8UBJ4Djyn0+V8JGfvUpjW2e0mzKk9s5uNpfVk52ayG0fWsbsKams23OILeX1I7peib88TN/K4JBwdg3ZWdVIbVM7y2dkH7PjiIiIyHikJHCcaGnv4qfP7eKV3bX86Il3ot2cIW0pr6e9s5uVM7IJBozrV88G4P6X9o7oeqHK4IVDJIEVgySBr+6uBeDMuTkjaoOIiEg8URI4Tjy7o4rmdq/y9f6X9/B22ch61E6UN0u9xZhXzpwMwFWrZpCenMAjb5XTPngB73G6u49WBhdk9b+u3/QwhoNf3eMNT585d8rwGiAiIhKHlASOE49uPgjAeSdNo9vBN9e+jXMuyq0a2IbSwwCc4ieB6ckJnDJrMu2d3VSHv7sbAC/vqqWpvYuTi/qvDIajSeBAu4Y451i325sPeOqsycNrgIiISBxSEjgOtLR38fS2KtKSgtz1sVNYND2Djfvr2FLeEO2mDejN0jrMYPmMrJ5jc/2q3arW4S0T88C6fQBcc/qMAc+Zlp5MwAYeDt5V3UhNo+YDiojIxKEkcBx4ZkcVLR1dvG9xHqlJCVzlV9s+/GZZlFvWv8qGVsrqWliYm0FGSmLP8XnT/CSwZXjXemJrJTlpSYMuL5MQDDA1PZmqI210dR/fQ/r8OzWA5gOKiMjEoSRwHHhyayUAlyzzkqDLlucTMHhkYzmdXd3RbFq/3gwNBc/KPub4vGne8i5VLeH3BD702n66uh1XnVpEckJw0HPzs1Lo6nbHzQtsauvkJ/56hRctGdk6hSIiIvFGSeA4sPWgN+x72myvFys3I4VzFkyjprGNl3bVjvr6z+6o4ob71vPtR97m8S0Vo75eaDmX4oKsY47P9ZPAyjCTwM6ubv57fSkAHzl95pDnnzTdqxze2meY/O5nd1J9pI01Kwo4uSi7v5eKiIiMO0oC41xHVze7qhuZmp7ElPTknuOhHS/WjsGQ8J1P7+TZHdX8v1f28alfvcH+Q82jul6p//pZOanHHM/LTCYtKUhVK2EVtTy+pZLy+lbevXDaoLuAhCzzE7xNvSqnS2ub+fkLe0hJDPCVixcN5zZERETimpLAOLenpomOLnfc+ngXFOeREDBe3Fkzqirh1o4u3jpQx+TURNasKADgpZ01o2rzPj8JnNknCTQz5kxLo63LqD7SNuR17vV3GPnkOXPC+rknF3o9j5sOeMvTdHZ1848PbaS9s5tPnzuPguxJYd+DiIhIvFMSGOd2VHjbpYWGOkPSkhNYnJ9J9ZE2yuqGUWnRx4bSw3R0OU6fk8Plfu/iaIeY9x9qJmD0m3TNneoNCe+qbhr0Ghv31/HGvsPMz03n3QumhvVzF+VnkBg0Nh+oxznH3c/u4o19hzm5KIu/e8/84d+IiIhIHFMSGOd6ksB+dspYOdMb/gwtzDwS6/0FlM+YM4XTZ+eQEDBe2TXy3sXWji4qGlopyJ5EUsLxb7+5foXw7prGAa/R3e24/UlvV5RPnD17wLUB+0pOCLJoeia1Te28UFLD7U+VMCkxyI+vXtFvW0RERMYz/eaLczsqvSRw4fTjk8DQQsyhhZlHYt1uLwk8fU4OackJrJiRTU1jOyVVAydpgzlwuAXnjh8KDglVCO+qGrgn8PanSnhmRzWzpqTyoZVFw/r5y4q8IeGv/G4TXd2Ofzh/QU9BioiIyESiJDDOvRNKAiPQE9jW2cWG0sNkpHhDywCr53lbqo10XuD+AeYDhgzVE/jY5oPc/lQJ6ckJ/OK6VUxKGnxZmL6W+0ngwfpWsiYl8vEzZw3r9SIiIuOFksA41tzeSemhZoomTyI9+fhdLmbmpJKTlsTW8gbaOoe5IS+w+UA9bZ3dnDY7h2DAG3I9a543/+7lEc4LDFUGz5zSfxI4x6/yLalsPG7IeUt5Pf/00FuYwe3XrGBBP4nvUJYVHl0C5vqzZvUbNxERkYlASWAc8xIlWNTPUDB41bYrZ2TT3tU9oi3k1vXMBzy6i8bKmdmkJAZ4dVct7Z3DX4h6X+3gPYGpSQkUpTnK6lrY0KsHs6axjZt/+QYtHV18+aJFvG9x3rB/NsDCvHQykhNISQxw/erZI7qGiIjIeKAkMI7tGGQoOGQ0Q8Jv7PPmEq6aPbnnWEpikHPmT+VIW2dP0chwlA4xHAxwdp6XXP76VW9PYOccX/ntJsrqWlizooBPnzt32D83JCEY4P4bT+PBm848Zl1FERGRiUZJYBzbfMBb9Dg0X68/K/3ikDeHWRzinGND6WGSggGWFh67s8f5fi/cX7cOf/eQ/T0LRQ+8uPOpUx0ZyQn8adNBDjW187sNZTy1vYrZU1L5/oeWhV0NPOD1Z+X0FM2IiIhMVEoC41io6jfU29efpf7WbKGt5cK1u6aJuuYOlhZmHrcn7/sW52EGT26rGtZSMc45Sg81k5mSQFZq4oDnJQfhylOLaO/q5qZfvs53/rAFM/jhVctJTdIcPhERkbGgJDBONbd3sr3iCLkZyRQOstNFVmoihdmT2FvTREt7+MUhoaFW2xf+AAAViUlEQVTgU2cd32M2LSOZlTOyKatrGVZyWd3YRktH14BFIb19/MyZBAPGG/sOc6Stk8+dN59Vs3OGfJ2IiIiER90qcWrTgXq6uh2nzJw85PDo4vwMyupa2FF5hBUzBu417C00fDzQsOn5xXlsKK3jr1srWVKQ1e85fW0p8xLGwYaCQ+bnZvDHW86hobWDgqxJYSWOIiIiEj71BMap0FDwKbOGTupCcwa39qoQbuvs4lBT+4CvCfUEntJPTyDAhcXevMD/ff0ADa0dYbX5wfWlAFy0dHpY5xcXZHLm3ClKAEVERCJASWCM6OjqZmfVEcrD3Od3wz6v2jecAodQErjNH7rt6nZcf+96zvmXp/v9efUtHZRUNVKYPYm8zJR+rzk/N4NLl+VTVtfCt9a+zQsl1fzb49sHLEApq2vhqW2VTE1P4uIl4SWBIiIiEjlKAmPE7zcc4PwfPc+D60qHPNc5x5ulh0kM2nGVu/0p7pME3vviHl7dfYjm9i7+57X9x52/cX8dzvU/H7C3265YRkFWCo9sLOfae9Zz1zO7uOLul7n2nnXUtxzbO/ib9aV0O7j6tBnap1dERCQG6LdxjAjtfhHaBq4/zjm2VzTwyMZyapvaKc7PJCVx6G3TZuakkpYUZNvBBkoqj/BvT+wgMejNI/zf1/fT1X1she/6Pd5uIL3XB+xPVmoi/3H1ClISAxTnZ/JPFyxk9pRUXiip4YeP7wCgtaOLh988wAPrSgkYfOT0mUO2V0RERCJPhSExYkFuOgAlVcfumbu1vIHX9x3COXhkY9kxu2icOiu8atlAwDhpegYbSuu49p71tHd28+WLT+LlnbW8uLOG59+p5rxFuT3nv7rbWwT6rLlThrz2GXOnsPGfLyQ5IYCZ8bEzZ3HeD5/l1+v2sTAvnbue2UVFQysAV51aRNFkze8TERGJBUoCY0RGSiIFWSnsq22itaOLlMQgrR1dXHvPOmp7FXAszEvntNk55KQlce1Zs8K+/uL8TDaU1lHR0Mr7FuXyqXfPY2ZOKi/urOG/15f2JIHN7Z28tb+OKWlJzPcT06H07o3MSUviyxefxDcefptvPbIFgAuK87j+rNmsnjd0UikiIiInhpLAGLIgL4Py+lZ2VTeypCCLP7zlDfuumjWZ8xblUpyfybkLpxEIDH/HjOVF2TywrpTlM7K546MrCQaMC4unMzk1kae3V1HX3E52ahIb9tXR2e04c+6UEe/Mcc1pM1n7Zhmby+r57pqlfHjVjBFdR0RERCJHSWAMWZiXznPvVFNS2Uhxfib3v7QXgK++f9GoF0pes7KAxATjvYvyenbdSEoIcNGS6fzmtf08ta2KK08t4tXd3nzAM+eO/OcFA8av//YMOrscacl6i4mIiMQiFYbEkAW5R4tDXtt7mK0HG1hamDlklW44khOCXLGyiKxJx27XdrG/Zt+f3/b2AQ4lgWeEMR9wqJ+nBFBERCR26bd0DFmQ583Be6eykd3VTQDcsHrOiIdlw7F63lQyUhJ4vqSa6iNtvHWgjpy0pJ5CFRERERmf1BMYQ0LLxLy29xCPb61ganoyHzg5P6I/MykhwPmL82jv7Obyu16io8tx9vypEU08RUREJPqUBMaQ9OQECrMnUd/SgXPwyXPmhLUO4GiFhoTL6loozs/ka+9fFPGfKSIiItGl4eAYsyAvnbK6FjKSE/jYmSdmYeVzF07jvYtyyc9K4ZuXFjMpKfKJp4iIiESXksAYs2h6Js/uqOZjZ84iMyVx6BeMgZTEIPfecNoJ+VkiIiISG5QExpgbz5lN1qRErhvGQtAiIiIiw6UkMMbkZqTwmffMi3YzREREZJxTYYiIiIjIBKQkUERERGQCUhIoIiIiMgHFbBJoZmeb2Vtm1mxmG83srLE438w+ZWbOzD4fmZaLiIiIxL6YTALNLAd4FLgTmAzcBTxqZtmjOd/M8oEvA29HrvUiIiIisS8mk0DgCqDMOfdz51ybc+7nQIV/fDTn3wV8D6iNVMNFRERE4kGsJoEnAxv7HNvoHx/R+WZ2JTDZOXf/GLVRREREJG6Zc+7E/kCzRGCwfcnagF8ALc65W3q97i4g2Tn3t/1c857BzveHhd8ELnbO7TCzZ4G1zrkfD9LOW4Fv9z62du3aMO5QREREJLouv/xynHM22DnRWCz6YeDSQZ6fAzQCOX2OZwHVA7xmqPP/FbjfObcj3EY6524Fbg19b2ZuzZo1PPLII6xZsybcy8gIKMaRpxhHluIbeYpxZCm+kRcLMT7hw8HOuQ8452yQx15gE7Ciz0tXAJsHuOxQ518I3GJmFWZWAawGvmtmD43JTYmIiIjEmRM+HBwOv9p3F/BF4FfAtXi9efOdc4eHe76ZTePYIejfA38G7uzvegO0KfYCJSIiIjKAWBwOHpJz7pCZXQbcjbfsyzvAZaGEzcxmAluBYudc6VDnO+eOGUY2s3bgSLgJoH8N81/rhgqqjI5iHHmKcWQpvpGnGEeW4ht5sRDjmOwJjGWx8I823inGkacYR5biG3mKcWQpvpEXCzGO1SViRERERCSClAQO33ei3YAJQDGOPMU4shTfyFOMI0vxjbyox1jDwSIiIiITkHoCRURERCYgJYEiIiIiE5CSQBEREZEJSEmgiIiIyASkJFBknDEzre0VYYqxiIwHSgJFxhmnkv+IC8VYyaCI9MfMlphZYrTbMRQlgb2YWZ6ZJUe7HeOVmV1gZreZ2cJot2U8MrOLzOy/zOxmM1vqH1OSMkbMs9DMdprZP/uH9Rk6hszsQjP7XzP7tr8VqN7DY8zM3mNmnzOzi80sNdrtGW/833MlwJeA2VFuzpD0AQaY2Qwzewz4LfC4ma1RMjh2zCzDzH4PPARUAi1RbtK44ScmQTP7HvAAUAPcAPzSzM5xzjn9Eh0bfu/fLGAGcIuZ5TvnusxMn6OjZGZJZnYncD/wJrAQ+HczO1Xv4bFhZrlm9gjwP3jxfQD4ZzObHt2WjR9m9kHgZ8B/OuduAPb4x2P2/TvhP7zM7BrgeeAd4CqgBLgJOCua7RpnLgA6gKnOududc/uj3aB4F/pQ8ROTBOA84G+cc98ArgSeBX5tZkkaHh6ZAT64F+J9yP8FuPvEtmh86RPf6cCpwPnOuduArwHbgJWgKQ6j5ff4/QtQ45zLc859DrgFOAcv9jI2rgL+zTl3h//9YjNLjOX374RPAoH5wB3Ouc875yqAvwdOAiZBbGfwsa5X7K4E3vF7TW40s7vM7Fozm9PnPAlTnw+VxUAqXqKNc+4g3i9RB/wzgHqrhq93jM0s6H95GEgGfg68x8zOc85193pewtTnPbwKmIz3PsY5VwrkAm+ZmT6LR8HMzDnXDDyF974FwDn338BcvPezjJKfaGcD+8zsGjPbjfcH41/N7Fr/nJh7D0+4XwxmVmhm2b0O3Qv8t//cJOdcC1AHZIL+Ah0uP75Z4MXO/wBPBfaY2d3APwL1wM3AH0LnRau98cbM3uXP+7vFzFb4h7cA+cA8/5wE51wb8HXg82aW7JzrjlKT406fGC8HcM51+U+fBmx1zr2AN5x2m5ktApZFqblxp098V/qH/wTsxnu/ftOfU1WA98fMBjPL1edE+MysOPTeBUJ/oDzonHu11zkLgSpgr/6IGZ7e8e0Vuza8z+CVwBrgOuDDeKMG95rZlFh8D0+YJNDMJpvZWuCvwGP+xNhpzrlyv+cE51yLmRXiZfPPRrG5cadPfP/sxzfPT6oPAd8A0pxzy5xzXwfeC2SZ2Zf918fcX0ixwo76EvBHvN6oD+N9sFzhnOsA7gO+DeCc6/Rf+he8IbUrotDsuDJIjO8zsw/0OrUcf5QA+A1QDGwFpppZwolsczwZJL73mNnl/h8tn8D7g/wq4H7n3Cz/2GHg+6HrROUG4oSZpZnZT4FNwHf9ochOvzew2z8n9D49GW/0oKHXHzkyiAHi2xX6L/Ar4LtAunPuReCAc+4HwAa8DpCYMyGSQPPKtO/F6+E7Bfg98AHgP/s5fTVQ7pyrPHEtjG+DxDc0L+JWYCpwipnl+D1VHXiFOGeBegMH43x4cyv/1jn3VeBvgLXAL8wsA/g/QLqZfafPy5OAgye0wXFoiBjfb2aZ/qlzgVoz+zReodN2oNI592Sv5Fv6GCK+95hZpv+Zmw4cAb7vJy71eIUiLf73+pwYgD/l42N4o1jfAwy4vp9TQzG8AFjv/6GOmV0VGsWR4w0R39BIy5149QUB/z0dinUpXq9rzBn3SaD/l+NJeEML33LOtQL/jvfhc7WZXeyfl+K/5D34vYBmdr2ZPWVmZ57odseLIeL7N2Z2iV8I8h94Q5ZLev2yLAIejUKz444/dJON9wsS51wV3gdRGfBDf87PZ4HP+MNp04CLgC7gQHRaHV+GirF/WiXwU+CjeD1WlwBHzOymE97gODNIfA8A/+af1oY35H6SP53kQ8DFwJ+VAA7O7+l7FfgBXtHSNmCNmRX4sQz454V6/fKAn5rZFWZWg9czKwMYIr5dfufGEeCLwOnAV80s38wux5u3vS5abR+Mjcf/r8wsD+hwzh3yv5+Nl53Pds6V+8euw1uOYKtzrveaan8ENuNNVD4J+Hvn3NoTfAsxbZjx3eacW+IfewRveY3X8OZQJQMfdc7tOMG3ENP8eVI3AzuA551zG/zju4A7nXP/YWZB/4PnIrz3bJFzrsrMbgHeDxTi9b5+yjn3p+jcSewaYYyn471/C51zj/nnB4BpGjk41ijfw48B0/DmsmUDn3fO/SE6dxK7+sT4BefcG32efx9eoeMG59x3evekmtky4GWgGS/x/rxz7vcn9AZi3EjiCz1z4T8JXIbX0TEVuMU5F5sdHs65cfPAK0B4AC8heRlvscaZ/nN/Al4EFgAZeGP3XwNeAS7yz5mL161bA3wz2vcTa49RxPdS/5wpeD2t38P70In6PcXKg6N/kH0Kr3Dmh3jVfBuAG/3nvoDXE5XU63VpwHN4HzK9r7M02vcUa49RxvgF4KZo30MsP0YZ3+d7vYdT/M/iC6N9T7H2GCLG1/rPJYT+C3wFb572mX2usxwvAfxctO8plh5jGN/QdRZF+56GvOdoN2CM/wF/hTfPLA1vaOwx4A/+c3n+P+QzwH7gF3jLw6wHlvnnBPEmb2ZE+15i8TEG8bVo30OsP4CHgZv9r6fg/aXZBOT7x3YBt/c6Pxl4Hfig/30w2vcQ648xiLHex5GNbyDa9xDrjwFi3NgrxgH/v6cADwL/6n//GWBOKO7Rvo9YfYwyvrOj3f5h3Wu0GzBG/2ABYA7eeP2SXsc/jtezd53/fQ7eiv8L/O8z8IYm50f7HmL5ofhGNLZ5+L0ieHMmXwau6nPO88Bv/a/fi1dt/R28oYaL8SrVTo72vcTqQzFWfOP9EWaMnwMe8r8O9jp+NV7i3YZXZFMU7fuJtccYxndDvMU36g0YxT9aEXB2r++z8Lq3T+517IN+krKPo5l7qCu3GHgJb/FM/WWv+J7o+M4HnsQrQnoGuNg/vg74v/7XQf+/pwOdeJPlAT6JV3izAa/y9+po308sPhRjxTfeHyOM8fxery/0E5RSvB2Fon5PsfRQfOMwCcQry74VL+t+Cb971n/uPry/KEM7KPwMb+2054EP++dMwqveqcTvwtVD8T3BMf4EXuL8fbxig1/iDa3Pw6vQOwJk9zo/EW/O5Tf7XGfJiWx3PD0UY8U33h+jiPFX/e+DePO2b4v2vcTiQ/H1HvG4RMyFwCK8Mu0yvH1+Qz6P9w/3E7wFXDPx/mGD/rk4b02kv+D9RfrlE9fsuKH4Rt5c4PvOua+5o1sVFuNVnT6E95flHb2qzTrwYr0Pji726pzbEo3GxwnFOLIU38gbaYxDn8VdwI+ctzi/HE/xxatuiTcvAA14y7h8DjjPzE51zr3hnKs3swvxlhXIcs5thZ4PnMbQBZxzb0eh3fFC8Y28/wLaoWd9ynq8mIcWar0Ob/7JbWZ2L95yGZPxPpRwWpQ4HIpxZCm+kTeqGMMxawLK8RRf4nydQH8dny8Bh51zn/WPhRbE7PbXr7sHb8mXj/uZvIRJ8Y2s0Lpd/iK6jwKnAs3OWzvtGrwdFebgrU33defcL6LY3LikGEeW4ht5inFkTfT4xnUSCOCv1H81cJdz7mH/WALeOj/fANY65/4uik2Ma4pv5JnZJ4BrnHMX9fPcEg2ZjZ5iHFmKb+QpxpE1UeMbj3MCgWM2En8S2Ams8Y9/FFiIV3l2ihKUkVF8I8/Mgv6X5+ItOIqZ3WxmT5rZqaA5U6OlGEeW4ht5inFkTfT4xuOcQKBnaxZzzu0xs98At5tZM1ALfMA5VxblJsY1xTfy/OGGRLxlBkrN7AX/68+4PlsUycgoxpGl+EaeYhxZEz2+42E4OA14HG8v2q86534S5SaNK4pvZJnZErwinAq8SrMfRrlJ445iHFmKb+QpxpE1keM7HpLAK/FWoP+ivzyJjCHFN7LMLAm4BW/OZVu02zMeKcaRpfhGnmIcWRM5vuMhCTQX7zcRwxRfERGR8Snuk0ARERERGb64rQ4WERERkZFTEigiIiIyASkJFBEREZmAlASKiIiITEBKAkVEREQmICWBIiIiIhOQkkARERGRCUhJoIhInDGzoJlZtNshIvFNSaCIyBgxs38ws2f6HPuImW31v77GzDaZWZ2ZvWZmq3ud9zEze9vMjphZqZl9r3eiZ2bOzG4xs7eBZiD9RN2XiIxP2jFERGSMmNkU4ABQ7Jzb4x97HHgS2AL8DPggsBG4HPg5sNA5V2tm7wd2ASXAcuBx4AvOuQf86zjgFeBvgFqgwznXfQJvT0TGGSWBIiJjyMz+B9jmnLvVzAqB3cAs4B7gCefc7b3OfQn4qXPuV/1c58dAmnPuJv97B1zhnFt7Iu5DRMY/DQeLiIyte4Hr/KHc6/ASvwpgNnCbPxRcZ2Z1wAqgEMDMLjKzl82sxszqgU8DU/tcu/SE3YWIjHtKAkVExtZfgSBwLnA9XlIIsB/4J+dcdq9HmnPuB2aWBPwe+C+g0DmXBfwU6Fv8oeFfERkzSgJFRMaQP0/vfuDHwBTgUf+pO4Evmdmp5kk1s/PNrAhIBlKAWudcm5mdAXw0Cs0XkQlESaCIyNi7DzgZ+LVzrgPAOfco8FW8YpDDwB7gH4CAc+4I8FngZ2bWAHwD+J9oNFxEJg4VhoiIjDEzSwWqgNXOuU3Rbo+ISH/UEygiMob8gpDPARuVAIpILEuIdgNERMYLMwsCdUANcGWUmyMiMigNB4uIiIhMQBoOFhEREZmAlASKiIiITEBKAkVEREQmICWBIiIiIhOQkkARERGRCUhJoIiIiMgEpCRQREREZAJSEigiIiIyAf1/gIfYMXD6BDEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4), dpi= 90)\n",
    "\n",
    "# Method 1: .mean() method of `DataArrays`\n",
    "SSH_global_mean_anomaly = SSH_global_mean - SSH_global_mean.mean()\n",
    "\n",
    "# Method 2: numpy's `mean` method \n",
    "SSH_global_mean_anomaly = SSH_global_mean - np.mean(SSH_global_mean)\n",
    "\n",
    "SSH_global_mean_anomaly.plot()\n",
    "plt.grid()\n",
    "plt.title('ECCO v4r3 Global Mean Sea Level Anomaly');\n",
    "plt.ylabel('m');\n",
    "plt.xlabel('year');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean Dynamic Topography\n",
    "\n",
    "Mean dynamic topography is calculated as follows,\n",
    "\n",
    "$MDT(i) = \\frac{\\sum_{t} SSH(i,t) - SSH_{\\text{global mean}}(t)}{nt} $\n",
    "\n",
    "Where $nt$ is the number of time records. \n",
    "\n",
    "For *MDT* we presere the spatial dimensions. Summation and averaging are over the time dimensions (axis 0)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "## Two equivalent methods\n",
    "\n",
    "# Method 1, specify the axis over which to average\n",
    "MDT = np.mean(ecco_monthly_ds.SSH - SSH_global_mean,axis=0)\n",
    "\n",
    "# Method 2, specify the coordinate label over which to average\n",
    "MDT_B = (ecco_monthly_ds.SSH - SSH_global_mean).mean(dim=['time'])\n",
    "\n",
    "# which can be verified using the '.equals()' method to compare Datasets and DataArrays\n",
    "print(MDT.equals(MDT_B))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, MDT has preserved its spatial dimensions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('tile', 'j', 'i')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MDT.dims"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before plotting the MDT field remove its spatial mean since its spatial mean conveys no dynamically useful information.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "MDT_no_spatial_mean = MDT - MDT*ecco_monthly_ds.rA/total_ocean_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 90, 90)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MDT_no_spatial_mean.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x450 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5), dpi= 90)\n",
    "\n",
    "# mask land points to Nan\n",
    "MDT_no_spatial_mean = MDT_no_spatial_mean.where(ocean_mask[0,:] !=0)\n",
    "\n",
    "ecco.plot_proj_to_latlon_grid(ecco_monthly_ds.XC, \\\n",
    "                              ecco_monthly_ds.YC, \\\n",
    "                              MDT_no_spatial_mean*ocean_mask, \\\n",
    "                              user_lon_0=0,\\\n",
    "                              plot_type = 'pcolormesh', \\\n",
    "                              show_colorbar=True,\\\n",
    "                              dx=2,dy=2);\n",
    "\n",
    "plt.title('ECCO v4r3 Mean Dynamic Topography [m]');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spatial variations of sea level linear trends  \n",
    "\n",
    "To calculate the linear trend for the each model point we will use on the `polyfit` function of `numpy`.  First, define a time variable in years for SSH."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "276"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "days_since_first_record = ((ecco_monthly_ds.time - ecco_monthly_ds.time[0])/(86400e9)).astype(int).values\n",
    "len(days_since_first_record)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, reshape the four dimensional SSH field into two dimensions, time and space (t, i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(276, 105300)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssh_flat = np.reshape(ecco_monthly_ds.SSH.values, (len(ecco_monthly_ds.SSH.time), 13*90*90))\n",
    "ssh_flat.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now set all $SSH$ values that are 'nan' to zero because the polynominal fitting\n",
    "routine can't handle nans,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(276, 105300)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssh_flat[np.nonzero(np.isnan(ssh_flat))] = 0\n",
    "ssh_flat.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do the polynomial fitting, https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.polyfit.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(105300,)\n"
     ]
    }
   ],
   "source": [
    "# slope is in m / day\n",
    "ssh_slope, ssh_intercept = np.polyfit(days_since_first_record, ssh_flat, 1)\n",
    "\n",
    "print(ssh_slope.shape)\n",
    "\n",
    "# and reshape the slope result back to 13x90x90    \n",
    "ssh_slope = np.reshape(ssh_slope, (13, 90,90))\n",
    "\n",
    "# mask \n",
    "ssh_slope_masked = np.where(ocean_mask[0,:] > 0, ssh_slope, np.nan)\n",
    "\n",
    "# convert from m / day to mm/year\n",
    "ssh_slope_mm_year = ssh_slope_masked*365*1e3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x450 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5), dpi= 90)\n",
    "\n",
    "ecco.plot_proj_to_latlon_grid(ecco_monthly_ds.XC, \\\n",
    "                              ecco_monthly_ds.YC, \\\n",
    "                              ssh_slope_mm_year, \\\n",
    "                              user_lon_0=-66,\\\n",
    "                              plot_type = 'pcolormesh', \\\n",
    "                              show_colorbar=True,\\\n",
    "                              dx=1, dy=1, cmin=-8, cmax=8)\n",
    "\n",
    "plt.title('ECCO v4r3 Sea Level Trend mm/yr]');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the mean rate of global sea level change in mm/year over the 1993-2018 period is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.DataArray ()>\n",
       "array(3.18565693)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((ssh_slope_mm_year*ecco_monthly_ds.rA)/(ecco_monthly_ds.rA*ocean_mask).sum()).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constructing Monthly means from Daily means"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also construct our own monthly means from the daily means using this command:\n",
    "(See http://xarray.pydata.org/en/stable/generated/xarray.Dataset.resample.html for more information)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# note no need to multiple RAC by land_c because SSH is nan over land\n",
    "SSH_global_mean_day = (ecco_daily_ds.SSH*ecco_daily_ds.rA).sum(dim=['i','j','tile'])/total_ocean_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove time mean from time series\n",
    "SSH_global_mean_day = SSH_global_mean_day-SSH_global_mean_day.mean(dim='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add helpful unit label\n",
    "SSH_global_mean_day.attrs['units']='m'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and plot for fun\n",
    "SSH_global_mean_day.plot(color='k');plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "SSH_global_mean_mon_alt = SSH_global_mean_day.resample(time='1M', loffset='-15D').mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot to compare."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SSH_global_mean_mon.sel(time='1994').plot(color='r', marker='.');\n",
    "SSH_global_mean_mon_alt.sel(time='1994').plot(color='g', marker='o');\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These small differences are simply an artifact of the time indexing.  We used loffset='15D' to shift the time of the monthly mean SSH back 15 days, close to the center of the month.  The SSH_global_mean_mon field is centered exactly at the middle of the month, and since months aren't exactly 30 days long, this results in a small discrepancy when plotting with a time x-axis.  If we plot without a time object x axis we find the values to be the same.  That's because ECCO monthly means are calculated over calendar months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date in middle of month\n",
      "['1993-01-16T12:00:00.000000000' '1993-02-15T12:00:00.000000000']\n",
      "\n",
      "date with 15 day offset from the end of the month\n",
      "['1993-01-16T00:00:00.000000000' '1993-02-13T00:00:00.000000000']\n"
     ]
    }
   ],
   "source": [
    "print ('date in middle of month')\n",
    "print(SSH_global_mean_mon.time.values[0:2])\n",
    "print ('\\ndate with 15 day offset from the end of the month')\n",
    "print(SSH_global_mean_mon_alt.time.values[0:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(SSH_global_mean_mon.sel(time='1994').values, color='r', marker='.');\n",
    "plt.plot(SSH_global_mean_mon_alt.sel(time='1994').values, color='g', marker='o');\n",
    "plt.xlabel('months since 1993-01');\n",
    "plt.ylabel('m')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regional calculations with THETA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "lat_bounds = np.logical_and(ecco_monthly_ds.YC >= -5, ecco_monthly_ds.YC <= 5)\n",
    "lon_bounds = np.logical_and(ecco_monthly_ds.XC >= -170, ecco_monthly_ds.XC <= -120)\n",
    "\n",
    "SST = ecco_monthly_ds.THETA.isel(k=0)\n",
    "SST_masked=SST.where(np.logical_and(lat_bounds, lon_bounds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x450 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5), dpi= 90)\n",
    "\n",
    "ecco.plot_proj_to_latlon_grid(ecco_monthly_ds.XC, \\\n",
    "                              ecco_monthly_ds.YC, \\\n",
    "                              SST_masked.isel(time=0),\\\n",
    "                              user_lon_0 = -66,\\\n",
    "                              show_colorbar=True);\n",
    "\n",
    "plt.title('SST in nino 3.4 box: \\n %s ' % str(ecco_monthly_ds.time[0].values));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the same mask for the grid cell area\n",
    "rA_masked=ecco_monthly_ds.rA.where(np.logical_and(lat_bounds, lon_bounds));\n",
    "\n",
    "# Calculate the area-weighted mean in the box\n",
    "SST_masked_mean=(SST_masked*rA_masked).sum(dim=['tile','j','i'])/np.sum(rA_masked)\n",
    "\n",
    "# Substract the temporal mean from the area-weighted mean to get a time series, the Nino 3.4 index\n",
    "SST_nino_34_anom_ECCO_monthly_mean = SST_masked_mean - np.mean(SST_masked_mean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load up the Nino 3.4 index values from ESRL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading nino 3.4 for year 1993  row 0\n",
      "loading nino 3.4 for year 1994  row 1\n",
      "loading nino 3.4 for year 1995  row 2\n",
      "loading nino 3.4 for year 1996  row 3\n",
      "loading nino 3.4 for year 1997  row 4\n",
      "loading nino 3.4 for year 1998  row 5\n",
      "loading nino 3.4 for year 1999  row 6\n",
      "loading nino 3.4 for year 2000  row 7\n",
      "loading nino 3.4 for year 2001  row 8\n",
      "loading nino 3.4 for year 2002  row 9\n",
      "loading nino 3.4 for year 2003  row 10\n",
      "loading nino 3.4 for year 2004  row 11\n",
      "loading nino 3.4 for year 2005  row 12\n",
      "loading nino 3.4 for year 2006  row 13\n",
      "loading nino 3.4 for year 2007  row 14\n",
      "loading nino 3.4 for year 2008  row 15\n",
      "loading nino 3.4 for year 2009  row 16\n",
      "loading nino 3.4 for year 2010  row 17\n",
      "loading nino 3.4 for year 2011  row 18\n",
      "loading nino 3.4 for year 2012  row 19\n",
      "loading nino 3.4 for year 2013  row 20\n",
      "loading nino 3.4 for year 2014  row 21\n",
      "loading nino 3.4 for year 2015  row 22\n"
     ]
    }
   ],
   "source": [
    "# https://www.esrl.noaa.gov/psd/gcos_wgsp/Timeseries/Nino34/\n",
    "# https://www.esrl.noaa.gov/psd/gcos_wgsp/Timeseries/Data/nino34.long.anom.data\n",
    "# NINA34\n",
    "# 5N-5S 170W-120W \n",
    "# HadISST \n",
    "#  Anomaly from 1981-2010\n",
    "#  units=degC\n",
    "\n",
    "import urllib.request\n",
    "data = urllib.request.urlopen('https://www.esrl.noaa.gov/psd/gcos_wgsp/Timeseries/Data/nino34.long.anom.data')\n",
    "\n",
    "# the following code parses the ESRL text file and puts monthly-mean nino 3.4 values into an array\n",
    "start_year = 1993\n",
    "end_year = 2015\n",
    "num_years = end_year-start_year+1\n",
    "nino34_noaa = np.zeros((num_years, 12))\n",
    "for i,l in enumerate(data):\n",
    "    line_str = str(l, \"utf-8\")\n",
    "    x=line_str.split()\n",
    "    try:\n",
    "        year = int(x[0])\n",
    "        row_i = year-start_year\n",
    "        if row_i >= 0 and year <= end_year:\n",
    "            \n",
    "            print('loading nino 3.4 for year %s  row %s' % (year, row_i))\n",
    "\n",
    "            for m in range(0,12):\n",
    "                nino34_noaa[row_i, m] = float(x[m+1])\n",
    "    except:\n",
    "        continue\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SST_nino_34_anom_ECCO_monthly_mean.plot();plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we'll make a new DataArray for the NOAA SST nino_34 data by copying the DataArryay \n",
    "for the ECCO SST data and replacing the values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "SST_nino_34_anom_NOAA_monthly_mean = SST_nino_34_anom_ECCO_monthly_mean.copy(deep=True)\n",
    "SST_nino_34_anom_NOAA_monthly_mean.values[:] = nino34_noaa.ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SST_nino_34_anom_NOAA_monthly_mean.plot();plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the ECCOv4r3 and ESRL nino 3.4 index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x450 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate correlation between time series\n",
    "nino_corr = np.corrcoef(SST_nino_34_anom_ECCO_monthly_mean, SST_nino_34_anom_NOAA_monthly_mean)[1]\n",
    "nino_ev   = 1 - np.var(SST_nino_34_anom_ECCO_monthly_mean-SST_nino_34_anom_NOAA_monthly_mean)/np.var(SST_nino_34_anom_NOAA_monthly_mean)\n",
    "plt.figure(figsize=(8,5), dpi= 90)\n",
    "plt.plot(SST_nino_34_anom_ECCO_monthly_mean.time, \\\n",
    "             SST_nino_34_anom_ECCO_monthly_mean - SST_nino_34_anom_ECCO_monthly_mean.mean(),'b.-')\n",
    "plt.plot(SST_nino_34_anom_NOAA_monthly_mean.time, \\\n",
    "             SST_nino_34_anom_NOAA_monthly_mean - SST_nino_34_anom_NOAA_monthly_mean.mean(),'r.-')\n",
    "plt.title('nino 3.4 SST Anomaly \\n correlation: %s \\n explained variance: %s' % (np.round(nino_corr[0],3), \\\n",
    "                                                                                 np.round(nino_ev.values,3)));\n",
    "plt.legend(('ECCO','NOAA'))\n",
    "plt.ylabel('deg C');\n",
    "plt.xlabel('year');\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ECCO is able to match the NOAA Nino 3.4 index faily well well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "You should now be familiar with doing some doing calculations using scalar quantities.\n",
    "\n",
    "### Suggested exercises\n",
    "\n",
    "1. Create the SSH time series from 1992-2015\n",
    "2. Create the global mean sea level trend (map) from 1992-2015\n",
    "3. Create the global mean sea level trend (map) for two epochs 1992-2003, 2003-2015\n",
    "4. Compare other nino indices\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
